TWI793813B - An instant detection system and method of popular segment for lives channel and computer-readable medium thereof - Google Patents

An instant detection system and method of popular segment for lives channel and computer-readable medium thereof Download PDF

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TWI793813B
TWI793813B TW110138561A TW110138561A TWI793813B TW I793813 B TWI793813 B TW I793813B TW 110138561 A TW110138561 A TW 110138561A TW 110138561 A TW110138561 A TW 110138561A TW I793813 B TWI793813 B TW I793813B
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playback
time
hotspot
hot
records
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TW202318882A (en
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蔡立武
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中華電信股份有限公司
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Abstract

An instant detection system and method of popular segment for lives channel and computer-readable medium thereof, including a plurality of user-end devices and a platform-end device, wherein the user-end devices transmits a plurality of interactive record data generated by a plurality of users watching playback of lives channel, hotspots or popular clips to the platform-end device. The platform-side device generates new hot spots and popular clips based on the interactive record data to provide the users. In this way, the present invention can precisely provide hot spots and popular clips in real time, thereby the interaction and entertainment experience of users are improved when watching live channels, and waste of the system resource is reduced.

Description

一種直播頻道之熱門片段即時偵測系統、方法及其電腦可讀媒介 A system, method, and computer-readable medium for real-time detection of popular segments of a live channel

本發明關於一種熱門片段即時偵測技術,尤其指一種直播頻道之熱門片段即時偵測系統、方法及其電腦可讀媒介。 The present invention relates to a hot segment real-time detection technology, in particular to a live channel hot segment real-time detection system, method and computer-readable medium.

隨著OTT影音服務(Over-the-top media services)與行動網路的普及化,提供直播頻道串流的影視服務已蓬勃發展。然而,現有影視平台技術對於直播頻道缺少基於用戶使用紀錄資料即時分析的播放互動功能,也導致系統資源的浪費。 With the popularization of OTT video and video services (Over-the-top media services) and mobile networks, video and video services that provide live channel streaming have flourished. However, the existing film and television platform technology lacks the playback interaction function based on real-time analysis of user usage record data for live channels, which also leads to waste of system resources.

再者,既有相關領域技術多是使用頻道收視率歷史紀錄與個人頻道收視歷史紀錄來做個人喜愛頻道的分析推薦,或是使用頻道有關的收視率資料供用戶於頻道選擇提供方便的方法,但缺少了新一代串流媒體用戶收視互動紀錄資料的考量,導致無法精準且即時地提供更方便的方法。 Furthermore, most of the existing technologies in the related art use channel rating history records and personal channel rating history records to analyze and recommend personal favorite channels, or use channel-related rating data to provide users with a convenient method for channel selection. However, due to the lack of consideration of the viewing interaction record data of the new generation of streaming media users, it is impossible to provide a more convenient method in an accurate and real-time manner.

因此,如何提供一種直播頻道之熱門片段即時偵測機制,以精準且即時地提供直播頻道之熱點及熱門片段,進而提高用戶收視直播頻道 時的互動性與娛樂性體驗,及強化影視內容的行銷與分享的即時性,並減少系統資源的浪費,遂成為業界亟待解決的課題。 Therefore, how to provide a real-time detection mechanism for popular segments of live channels to accurately and instantly provide hot spots and popular segments of live channels, thereby increasing users' viewing of live channels Real-time interactive and entertaining experience, strengthening the immediacy of marketing and sharing of film and television content, and reducing the waste of system resources have become issues that need to be solved urgently in the industry.

為解決前述習知的技術問題或提供相關之功效,本發明提供一種直播頻道之熱門片段即時偵測系統,係包括:複數使用端裝置,係依據一互動紀錄蒐集規範所界定之複數分時區間,蒐集複數用戶在觀看一直播頻道之回播所產生之複數互動紀錄資料或數據之複數回看播放紀錄,其中,該複數使用端裝置係依據該互動紀錄蒐集規範所界定之複數分時區間紀錄該複數回看播放紀錄中之回看播放起時;以及一平台端裝置,係通訊連接該複數使用端裝置,該平台端裝置接收來自該複數使用端裝置傳送之該複數回看播放紀錄,以依據該複數回看播放紀錄之複數回看播放起時計算出該複數分時區間之第一區間熱度指數,其中,當該平台端裝置判斷該複數分時區間之至少一者之第一區間熱度指數高於一區間門檻值時,該平台端裝置依據該複數回看播放紀錄之複數回看播放起時計算該複數分時區間之至少一者中該複數回看播放起時之第一熱度指數後,該平台端裝置再找出於該複數分時區間之至少一者中該複數回看播放起時之第一中位數,以將具有該第一中位數之該回看播放起時作為第一熱點及第一熱門片段之起時,且將該第一熱點之該第一熱度指數作為第一熱點熱度指數,再使該平台端裝置找出該複數回看播放紀錄之複數回看播放訖時之第二中位數,以將具有該第二中位數之該回看播放訖時作為該第一熱門片段之訖時,俾由該平台端裝置依據該第一熱點、該第一熱門片段、該第一熱點熱度指數 及該第一區間熱度指數產生具有該第一熱點之熱門片段資訊,進而提供給複數使用端裝置。 In order to solve the aforementioned known technical problems or provide related effects, the present invention provides a real-time detection system for popular segments of live channels, which includes: multiple user-end devices, multiple time-sharing intervals defined according to an interaction record collection specification To collect multiple interactive record data or multiple playback playback records generated by multiple users watching the playback of a live channel, wherein the multiple user devices are multiple time-sharing interval records defined in accordance with the interaction record collection specification The playback start time of the multiple playback records; and a platform device connected to the multiple user devices in communication, the platform device receives the multiple playback records transmitted from the multiple user devices, and Calculate the heat index of the first interval of the multiple time-sharing intervals based on the multiple replays of the multiple playback records, wherein, when the platform device determines the heat index of the first interval of at least one of the plural time-sharing intervals When it is higher than a threshold value of an interval, the platform device calculates the first popularity index of the multiple playback start time in at least one of the multiple time-sharing intervals based on the multiple playback start time of the multiple playback record , the platform device then finds out the first median of the multiple playback start times in at least one of the multiple time-sharing intervals, so as to use the playback start times with the first median as When the first hotspot and the first popular clip start, and the first popularity index of the first hotspot is used as the first hotspot popularity index, and then the platform device finds the multiple playback of the multiple playback record The second median of the end time, so that the playback end time of the second median is used as the end time of the first popular segment, so that the platform device can use the first hot spot, the first Popular clips, the first hot spot popularity index And the popularity index of the first interval generates the hot clip information with the first hotspot, and then provides it to a plurality of user-end devices.

本發明復提供一種直播頻道之熱門片段即時偵測方法,係包括:由複數使用端裝置依據一互動紀錄蒐集規範所界定之複數分時區間,蒐集複數用戶在觀看一直播頻道之回播所產生之複數互動紀錄資料或數據之複數回看播放紀錄,以供該複數使用端裝置依據該互動紀錄蒐集規範所界定之複數分時區間紀錄該複數回看播放紀錄中之回看播放起時;由一平台端裝置接收來自該複數使用端裝置傳送之該複數回看播放紀錄,以依據該複數回看播放紀錄之複數回看播放起時計算出該複數分時區間之第一區間熱度指數;當該平台端裝置判斷該複數分時區間之至少一者之第一區間熱度指數高於一區間門檻值時,由該平台端裝置依據該複數回看播放紀錄之複數回看播放起時計算該複數分時區間之至少一者中該複數回看播放起時之第一熱度指數後,令該平台端裝置找出於該複數分時區間之至少一者中該複數回看播放起時之第一中位數,以將具有該第一中位數之該回看播放起時作為第一熱點及第一熱門片段之起時,且將該第一熱點之該第一熱度指數作為第一熱點熱度指數;以及由該平台端裝置再找出該複數回看播放紀錄之複數回看播放訖時之第二中位數,以將具有該第二中位數之該回看播放訖時作為第一熱門片段之訖時,俾由該平台端裝置依據該第一熱點、該第一熱門片段、該第一熱點熱度指數及該第一區間熱度指數產生具有該第一熱點之熱門片段資訊,進而提供給複數使用端裝置。 The present invention further provides a method for real-time detection of popular segments of a live channel, which includes: collecting multiple time-sharing intervals defined by a plurality of user-end devices according to an interaction record collection specification, and collecting the results generated by a plurality of users watching a replay of a live channel The multiple interaction record data or the multiple playback playback records of the data are used for the multiple user-end devices to record the playback start time of the multiple playback playback records in the multiple time-sharing intervals defined by the interaction record collection specification; A platform device receives the multiple playback records sent from the multiple user devices, and calculates the first interval heat index of the multiple time-sharing intervals based on the multiple playback records of the multiple playback records; When the platform device judges that the heat index of the first interval of at least one of the multiple time-sharing intervals is higher than a threshold value of the interval, the platform device calculates the multiple minutes based on the multiple playback start time of the multiple playback records. After the first popularity index of the multiple playback start time in at least one of the time intervals, make the platform device find the first heat index of the multiple playback start time in at least one of the multiple time-sharing intervals The number of digits, so that the playback start time with the first median is used as the first hot spot and the first hot segment start time, and the first popularity index of the first hot spot is used as the first hot spot popularity index and find out the second median of the multiple playback end times of the multiple playback playback records by the platform device, so as to use the second median number as the first favorite when the playback ends The end time of the clip, so that the platform device can generate the hot clip information with the first hot spot according to the first hot spot, the first popular clip, the first hot spot popularity index and the first interval popularity index, and then provide it to Multiple end devices.

於一實施例中,該複數使用端裝置依據該互動紀錄蒐集規範所界定之該複數分時區間,蒐集該複數用戶在觀看該熱門片段資訊中之該第 一熱點及該第一熱門片段所產生之該複數互動紀錄資料或數據之複數熱點播放紀錄,以提供給該平台端裝置。 In one embodiment, the plurality of user-end devices collect the first time intervals of the plurality of users watching the popular segment information according to the plurality of time-sharing intervals defined in the interaction record collection specification. A hotspot and the plurality of interaction record data generated by the first popular segment or the plurality of hotspot play records of the data are provided to the platform device.

於一實施例中,該平台端裝置判斷該複數熱點播放紀錄中播放長度是否小於一指標門檻值,若該複數熱點播放紀錄之一部分的播放長度大於該指標門檻值,則將該複數熱點播放紀錄之該部分作為熱點正向指標,而若該複數熱點播放紀錄之另一部分的播放長度小於該指標門檻值,則將該複數熱點播放紀錄之該另一部分為熱點負向指標。 In one embodiment, the platform device determines whether the playback length of the plurality of hotspot play records is less than an index threshold, and if the playback length of a part of the plurality of hotspot play records is greater than the index threshold, then the plurality of hotspot play records This part is used as a hotspot positive indicator, and if the playback length of another part of the plurality of hotspot playback records is less than the indicator threshold, the other part of the plurality of hotspot playback records is a hotspot negative indicator.

於一實施例中,該平台端裝置依據該複數熱點播放紀錄之複數熱點播放起時計算該分時區間中該複數熱點播放起時之第二熱度指數,且該平台端裝置將該複數回看播放紀錄之該複數回看播放起時之第一熱度指數以及該複數熱點播放紀錄之該複數熱點播放起時之第二熱度指數進行累加,以得到累加後之該複數回看播放起時及該複數熱點播放起時之熱度指數。 In one embodiment, the platform device calculates the second heat index of the plurality of hotspots in the time-sharing interval based on the multiple hotspots playback start times of the plurality of hotspots play records, and the platform device looks back at the multiple hotspots The first popularity index at the start of playback of the multiple playbacks of the playback record and the second popularity index at the start of playback of the plurality of hot spots of the plurality of hotspot playback records are accumulated to obtain the accumulated playback of the multiple playbacks and the The popularity index when multiple hotspots are played.

於一實施例中,該平台端裝置將該複數回看播放起時及該複數熱點播放起時之熱度指數相加以得到第二區間熱度指數,且該平台端裝置再找出於該複數分時區間之至少一者中該複數回看播放起時及該複數熱點播放起時之第三中位數,以及找出該複數回看播放訖時及該複數熱點播放訖時之第四中位數,進而得到第二熱點、第二熱門片段、第二熱點熱度指數及第二區間熱度指數,以產生具有該第二熱點之另一熱門片段資訊。 In one embodiment, the platform-side device adds the heat index of the plurality of playback starts and the plurality of hot spots to obtain the second interval heat index, and the platform-side device finds the heat index in the plurality of time-sharing zones Among at least one of them, the third median of the multiple playback start time and the multiple hot spot playback start time, and find the fourth median of the multiple playback end time and the multiple hot spot playback end time , and then obtain the second hot spot, the second hot segment, the second hot spot popularity index and the second interval popularity index, so as to generate another hot segment information with the second hot spot.

於一實施例中,該複數使用端裝置依據該互動紀錄蒐集規範傳送該複數用戶標記或分享該第一熱點及該第一熱門片段所產生之該複數互動紀錄資料或數據之複數標記或分享紀錄至該平台端裝置,以使該平台 端裝置將該複數標記或分享紀錄作為標記或分享正向指標,其中,該平台端裝置依據該複數標記或分享紀錄中該第一熱點或該第一熱門片段之起時之標記次數或分享次數計算出該第一熱點或該第一熱門片段之第三熱度指數,且將該第三熱度指數累加回該第一熱度指數,進而計算出具有第三熱點之又一熱門片段資訊。 In one embodiment, the plurality of user-end devices transmit the plurality of user tags or share the first hotspot and the first hot segment generated by the plurality of interaction record data or the plurality of tagging or sharing records of the data according to the interaction record collection specification to the platform end device so that the platform The terminal device uses the plural mark or share record as a mark or share positive indicator, wherein, the platform device bases on the number of mark or share times of the first hot spot or the first popular segment in the plural mark or share record Calculate the third popularity index of the first hotspot or the first popular segment, and add the third popularity index back to the first popularity index, and then calculate another hot segment information with the third hotspot.

於一實施例中,該平台端裝置將該直播頻道之播放時間以一固定時間長度切割為連續的該複數分時區間,且對各該分時區間設定一唯一識別符,進而依據該複數分時區間設定該互動紀錄蒐集規範,以由該平台端裝置將該互動紀錄蒐集規範提供給該複數使用端裝置。 In one embodiment, the platform device divides the broadcasting time of the live channel into continuous multiple time-sharing intervals with a fixed length of time, and sets a unique identifier for each of the time-sharing intervals, and then according to the multiple time-sharing intervals The time interval sets the interaction record collection specification, so that the platform device provides the interaction record collection specification to the plurality of user-end devices.

於一實施例中,該平台端裝置更提供一電子節目表給該複數使用端裝置,以使該複數使用端裝置依據該互動紀錄蒐集規範及該電子節目表蒐集該複數互動紀錄資料或數據。 In one embodiment, the platform device further provides an electronic program table to the plurality of user devices, so that the plurality of user devices collect the plurality of interactive record information or data according to the interaction record collection specification and the electronic program table.

本發明又提供一種電腦可讀媒介,應用於具有處理器及/或記憶體的電腦或計算裝置中,該電腦或該計算裝置透過處理器及/或記憶體執行一目標程式及電腦可讀媒介,並用於執行電腦可讀媒介時執行如上所述之直播頻道之熱門片段即時偵測方法。 The present invention also provides a computer-readable medium, which is applied to a computer or computing device with a processor and/or memory, and the computer or the computing device executes a target program and the computer-readable medium through the processor and/or memory , and is used for performing the real-time detection method of the hot segment of the live channel as described above when the computer-readable medium is executed.

由上可知,本發明之直播頻道之熱門片段即時偵測系統、方法及其電腦可讀媒介,係藉由將直播頻道之內容切分為複數分時區間,以依據複數用戶於複數分時區間中觀看直播頻道之回播、熱點或熱門片段所產生之互動紀錄資料(如回看播放紀錄或熱點播放紀錄),進而精準且即時地計算出具有熱點之熱門片段資訊,或是更新具有熱點之熱門片段資訊。故相較於只能於直播播放結束後,由人為標記或剪輯熱點及熱門片段之現有技術,本發明更能精準 且即時地提供熱點及熱門片段,以提高用戶收視直播頻道時的互動性與娛樂性體驗,及強化影視內容的行銷與分享的即時性,並減少系統資源的浪費。 As can be seen from the above, the system, method and computer-readable medium for real-time detection of popular segments of a live channel according to the present invention divide the content of the live channel into a plurality of time-sharing intervals, so that multiple users in the plurality of time-sharing intervals Interaction record data generated by watching live channel replays, hotspots or popular clips (such as review playback records or hotspot play records), and then accurately and real-time calculate hot clip information with hotspots, or update hotspots Popular segment information. Therefore, compared with the existing technology that can only manually mark or edit hotspots and popular clips after the live broadcast is over, the present invention is more accurate And provide hotspots and popular clips in real time to improve the interactive and entertaining experience of users when watching live channels, strengthen the immediacy of marketing and sharing of film and television content, and reduce the waste of system resources.

1:直播頻道之熱門片段即時偵測系統 1: Real-time detection system for hot clips of live channels

10,D1~D10,D91~D100:使用端裝置 10, D1~D10, D91~D100: use end device

11:互動紀錄處理模組 11: Interactive record processing module

12:推薦熱點取得模組 12: Recommended hotspot acquisition module

20:平台端裝置 20: Platform device

21:互動紀錄接收模組 21: Interactive record receiving module

22:儲存模組 22: Storage module

23:熱點偵測模組 23:Hot spot detection module

24:頻道串流播放模組 24: Channel Streaming Play Module

A,B:範圍 A,B: range

T1~T4:表 T1~T4: table

S51~S54:步驟 S51~S54: steps

圖1係為本發明之直播頻道之熱門片段即時偵測系統之架構示意圖; Fig. 1 is the schematic diagram of the structure of the hot segment real-time detection system of the live channel of the present invention;

圖2係為本發明之複數回看播放紀錄之示意圖; Fig. 2 is the synoptic diagram of multiple playback records of the present invention;

圖3係為本發明之複數熱點播放紀錄之示意圖; Fig. 3 is a schematic diagram of multiple hotspot play records of the present invention;

圖4係為本發明之迭代式熱點偵測之示意圖;以及 FIG. 4 is a schematic diagram of the iterative hotspot detection of the present invention; and

圖5係為本發明之直播頻道之熱門片段即時偵測方法流程圖。 Fig. 5 is a flow chart of a method for real-time detection of popular segments of a live channel according to the present invention.

以下藉由特定的具體實施例說明本發明之實施方式,熟悉此技藝之人士可由本說明書所揭示之內容輕易地瞭解本發明之其他優點及功效。 The implementation of the present invention is described below through specific specific examples, and those skilled in the art can easily understand other advantages and effects of the present invention from the content disclosed in this specification.

須知,本說明書所附圖式所繪示之結構、比例、大小等,均僅用以配合說明書所揭示之內容,以供熟悉此技藝之人士之瞭解與閱讀,並非用以限定本發明可實施之限定條件,故不具技術上之實質意義,任何結構之修飾、比例關係之改變或大小之調整,在不影響本發明所能產生之功效及所能達成之目的下,均應仍落在本發明所揭示之技術內容得能涵蓋 之範圍內。同時,本說明書中所引用之如「一」、「第一」、「第二」、「上」及「下」等之用語,亦僅為便於敘述之明瞭,而非用以限定本發明可實施之範圍,其相對關係之改變或調整,在無實質變更技術內容下,當視為本發明可實施之範疇。 It should be noted that the structures, proportions, sizes, etc. shown in the drawings attached to this specification are only used to match the content disclosed in the specification, for the understanding and reading of those familiar with this technology, and are not used to limit the implementation of the present invention Therefore, it has no technical substantive meaning. Any modification of structure, change of proportional relationship or adjustment of size shall still fall within the scope of this invention without affecting the effect and purpose of the present invention. The technical content disclosed by the invention must be able to cover within the range. At the same time, terms such as "a", "first", "second", "upper" and "lower" quoted in this specification are only for the convenience of description and are not used to limit the scope of the present invention. The scope of implementation, the change or adjustment of its relative relationship, without substantial change in technical content, shall be regarded as the scope of implementation of the present invention.

圖1係為本發明之直播頻道之熱門片段即時偵測系統1之架構示意圖。如圖1所示,該直播頻道之熱門片段即時偵測系統1係包括複數使用端裝置10以及一平台端裝置20,其中,複數使用端裝置10皆包括一互動紀錄處理模組11以及一推薦熱點取得模組12,而平台端裝置20包括一互動紀錄接收模組21、一儲存模組22、一熱點偵測模組23以及一頻道串流播放模組24。 FIG. 1 is a schematic diagram of the architecture of a system 1 for real-time detection of popular segments of a live broadcast channel according to the present invention. As shown in FIG. 1 , the hot segment real-time detection system 1 of the live channel includes a plurality of user-end devices 10 and a platform-end device 20, wherein the plurality of user-end devices 10 all include an interaction record processing module 11 and a recommendation The hotspot acquisition module 12 , and the platform device 20 includes an interaction record receiving module 21 , a storage module 22 , a hotspot detection module 23 and a channel streaming playing module 24 .

具體而言,使用端裝置10係可為智慧型電視、智慧型手機、平板電腦、個人電腦或其他電子裝置等,但不限於上述。再者,平台端裝置20係指提供一OTT影音服務(Over-the-top media services)之服務提供設備,且平台端裝置20建立於伺服器(如通用型伺服器、檔案型伺服器、儲存單元型伺服器等)及電腦等具有適當演算機制之電子設備中,其中,使用端裝置10與平台端裝置20中之各個模組均可為軟體、硬體或韌體;若為硬體,則可為具有資料處理與運算能力之處理單元、處理器、電腦或伺服器;若為軟體或韌體,則可包括處理單元、處理器、電腦或伺服器可執行之指令,且可安裝於同一硬體裝置或分布於不同的複數硬體裝置。 Specifically, the client device 10 can be a smart TV, a smart phone, a tablet computer, a personal computer, or other electronic devices, but is not limited to the above. Furthermore, the platform device 20 refers to a service provider device that provides an OTT audio-visual service (Over-the-top media services), and the platform device 20 is established on a server (such as a general-purpose server, a file server, a storage Unit type server, etc.) and computers and other electronic devices with appropriate calculation mechanisms, wherein each module in the user-side device 10 and the platform-side device 20 can be software, hardware or firmware; if it is hardware, It can be a processing unit, processor, computer or server with data processing and computing capabilities; if it is software or firmware, it can include instructions executable by the processing unit, processor, computer or server, and can be installed on The same hardware device or distributed across multiple different hardware devices.

所述之互動紀錄處理模組11,係從平台端裝置20取得一互動紀錄蒐集規範(或可進一步取得一電子節目表),且互動紀錄處理模組11依據互動紀錄蒐集規範(或可進一步依據電子節目表),蒐集用戶在觀看一 直播頻道之回播、熱點或熱門片段時所產生之互動紀錄資料,俾將互動紀錄資料傳送至平台端裝置20。 The interaction record processing module 11 obtains an interaction record collection specification (or can further obtain an electronic program list) from the platform device 20, and the interaction record processing module 11 is based on the interaction record collection specification (or can further be based on electronic program table), collecting users watching a Interaction record data generated during rebroadcasting, hotspots or popular clips of the live channel, so as to transmit the interaction record data to the platform device 20 .

於本實施例中,互動紀錄蒐集規範係說明使用端裝置10應蒐集哪些類型的互動紀錄資料,例如:互動紀錄資料係包含回看播放紀錄、熱點播放紀錄或熱門片段分享紀錄。舉例而言,回看播放紀錄之紀錄資料格式係為<使用端裝置之唯一識別符,直播頻道之分時區間之唯一識別符,互動紀錄類型,回看播放起時,回看播放訖時>,例如:<D1,CH1#Seg1,IndexType1,10:00:05,10:00:14>;熱點播放紀錄之紀錄資料格式係為<使用端裝置之唯一識別符,直播頻道之分時區間之唯一識別符,互動紀錄類型,熱點播放起時,熱點播放訖時>,例如:<D1,CH1#Seg1,IndexType2,10:00:05,10:00:34>;以及標記或分享紀錄係指熱點及熱門片段於社群媒體或通訊軟體中之分享次數,或是用戶於直播聊天室中所標記之熱點及熱門片段之標記次數。 In this embodiment, the interaction record collection specification describes what types of interaction record data the client device 10 should collect. For example, the interaction record data includes review playback records, popular playback records, or popular clip sharing records. For example, the record data format of the playback record is <the unique identifier of the user device, the unique identifier of the time-sharing interval of the live channel, the type of interactive record, the start time of the playback, and the end time of the playback> , for example: <D1,CH1#Seg1,IndexType1,10:00:05,10:00:14>; the record data format of the hotspot broadcast record is <the unique identifier of the device at the end of use, and the time-sharing interval of the live channel Unique identifier, type of interaction record, when the hotspot is played, when the hotspot is played>, for example: <D1,CH1#Seg1,IndexType2,10:00:05,10:00:34>; and marking or sharing records means The number of times hot spots and popular clips are shared on social media or communication software, or the number of hot spots and popular clips marked by users in live chat rooms.

具體而言,用戶可於使用端裝置10中透過拉動直播頻道或熱門片段播放時的時間進度條,以產生回看播放紀錄中之回看播放起時及回看播放訖時或熱點播放紀錄中之熱點播放起時及熱點播放訖時,且互動紀錄處理模組11依據互動紀錄蒐集規範所界定之複數分時區間以紀錄回看播放紀錄中之回看播放起時或熱點播放紀錄中之熱點播放起時。此外,互動紀錄蒐集規範中之使用端裝置之唯一識別符、直播頻道之分時區間之唯一識別符以及互動紀錄類型係由平台端裝置20所設定,其中,IndexType1係指互動紀錄類型為回看播放紀錄以及IndexType2係指互動紀錄類型為熱點播放紀錄。 Specifically, the user can pull the time progress bar of the live broadcast channel or popular clips on the client device 10 to generate the starting time of playback and the end of playback in the playback history or the hotspot playback history. The start time and end time of the hot spot playback, and the interactive record processing module 11 records the playback start time in the playback record or the hot spot in the hot spot play record according to the plural time-sharing intervals defined by the interaction record collection specification when playing. In addition, the unique identifier of the user device, the unique identifier of the time-sharing interval of the live channel, and the type of interaction record in the interaction record collection specification are set by the platform device 20, where IndexType1 means that the interaction record type is review Play record and IndexType2 refer to the interactive record type as hot play record.

在一實施例中,互動紀錄蒐集規範也包含直播頻道之回播之有效播放長度,例如:直播頻道之回播應於播放長度達到有效播放長度(如 1秒)後,才會於播放結束後回傳回看播放紀錄至平台端裝置20;以及互動紀錄蒐集規範又包含互動紀錄資料(如回看播放紀錄或熱點播放紀錄)回傳至平台端裝置20的時機或/及頻率,例如:互動紀錄處理模組11具有由平台端裝置20所提供之互動紀錄蒐集之程式接口(如Application Programming Interface,簡稱API),於互動紀錄處理模組11之互動紀錄蒐集之程式接口接收到使用者端裝置10所產生之互動紀錄資料時,會依據互動紀錄蒐集規範檢查互動紀錄資料之紀錄資料格式的正確性,其中,當互動紀錄資料之紀錄資料格式係為正確時,互動紀錄處理模組11再依據互動紀錄蒐集規範決定互動紀錄資料會在何時回傳至平台端裝置20。 In one embodiment, the interaction record collection specification also includes the effective playback length of the playback of the live channel, for example: the playback length of the live channel should reach the effective playback length (such as 1 second), the playback record will be sent back to the platform device 20 after the playback is over; The timing or/and frequency of 20, for example: the interaction record processing module 11 has a programming interface (such as Application Programming Interface, referred to as API) provided by the platform device 20 for the collection of interaction records, and the interaction between the interaction record processing module 11 When the record collection program interface receives the interaction record data generated by the user-end device 10, it will check the correctness of the record data format of the interaction record data according to the interaction record collection specification. Wherein, when the record data format of the interaction record data is If correct, the interaction record processing module 11 determines when the interaction record data will be sent back to the platform device 20 according to the interaction record collection specification.

所述之推薦熱點取得模組12,係從平台端裝置20取得直播頻道之具有熱點之熱門片段資訊,且推薦熱點取得模組12提供一程式介面供使用端裝置10取得具有熱點之熱門片段資訊,並由使用端裝置10依據具有熱點之熱門片段資訊顯示熱點及熱門片段於使用端裝置10之顯示器上,進而提供具有熱點之熱門片段資訊給用戶點選及收看,其中,具有熱點之熱門片段資訊係包含熱點、熱門片段、熱點熱度指數及區間熱度指數。 The module 12 for obtaining recommended hotspots is to obtain the information of popular segments with hotspots of the live channel from the platform device 20, and the recommended hotspots acquisition module 12 provides a program interface for the terminal device 10 to obtain the information of popular segments with hotspots , and the user-end device 10 displays the hotspots and popular segments on the display of the user-end device 10 according to the hot segment information with hotspots, and then provides the hot segment information with hotspots for the user to click and watch, wherein the hot segment with hotspots The information system includes hotspots, popular clips, hotspot popularity index and interval popularity index.

於本實施例中,推薦熱點取得模組12可透過熱點熱度指數及區間熱度指數標記具有熱點之熱門片段,以使熱點熱度指數較高之熱點或區間熱度指數較高之熱門片段可優先推薦給用戶觀看,例如:推薦熱點取得模組12可對熱點熱度指數較高之熱點或區間熱度指數較高之熱門片段標記符號(如標記火焰符號)以顯示於使用端裝置10之顯示器上,藉此推薦具有熱點之熱門片段,於此不限定推薦方式。 In this embodiment, the module 12 for obtaining recommended hotspots can mark hot clips with hotspots through the hotspot popularity index and interval popularity index, so that hot spots with a higher hotspot popularity index or hot clips with a higher interval popularity index can be preferentially recommended to The user watches, for example: the recommended hotspot acquisition module 12 can mark a symbol (such as a flame symbol) on a hotspot with a higher hotspot heat index or a hot segment with a higher interval heat index to display on the display of the user-end device 10, thereby Recommend popular clips with hotspots, and the recommendation method is not limited here.

所述之互動紀錄接收模組21,係提供互動紀錄蒐集之程式接口給複數使用端裝置10,以接收來自複數使用端裝置10之互動紀錄處理模 組11所回傳之複數互動紀錄資料(如回看播放紀錄或熱點播放紀錄等),且將互動紀錄資料進行標記後儲存至儲存模組22。 The interaction record receiving module 21 is to provide a program interface for collecting interaction records to a plurality of user-end devices 10, so as to receive the interaction record processing module from the plurality of user-end devices 10 The multiple interaction record data returned by group 11 (such as playback record or hotspot play record, etc.), and the interaction record data is marked and stored in the storage module 22 .

於本實施例中,當互動紀錄接收模組21接收到一筆互動紀錄資料之回看播放紀錄,例如:<D1,CH1#Seg1,IndexType1,10:00:05,10:00:14>時,先將此筆互動紀錄資料之回看播放紀錄標記為未納入熱度指數計算,再儲存至儲存模組22中,之後,當此筆互動紀錄資料之回看播放紀錄被納入熱度指數計算時,互動紀錄接收模組21再標記此筆互動紀錄資料之回看播放紀錄已被回播正向指標納入計算,以避免同一筆的互動紀錄資料被重複計算。 In this embodiment, when the interaction record receiving module 21 receives a playback record of the interaction record data, for example: <D1, CH1#Seg1, IndexType1, 10:00:05, 10:00:14>, First mark the playback record of this interaction record data as not included in the calculation of the popularity index, and then store it in the storage module 22. After that, when the playback record of this interaction record data is included in the calculation of the popularity index, the interactive The record receiving module 21 then marks that the playback record of this interaction record data has been included in the calculation of the playback positive indicator, so as to avoid the same interaction record data from being counted repeatedly.

所述之儲存模組22,係為硬碟(如機械式硬碟或固態硬碟)、記憶體或記憶卡等,於此不限,且儲存模組22用以儲存互動紀錄資料、具有熱點之熱門片段資訊等。在一實施例中,儲存模組22採分散式的高速緩衝記憶體系統,以加速資料處理與存取的運行速度。 The storage module 22 is a hard disk (such as a mechanical hard disk or a solid state disk), a memory or a memory card, etc., and is not limited here, and the storage module 22 is used to store interactive record data, has a hotspot Popular segment information, etc. In one embodiment, the storage module 22 adopts a distributed cache memory system to accelerate the speed of data processing and access.

所述之熱點偵測模組23,係可為直播頻道熱點偵測模組23,且依據儲存模組22中之來自複數使用端裝置10之複數互動紀錄資料(如回看播放紀錄或熱點播放紀錄等)進行計算,以得到直播頻道之具有第一熱點之熱門片段資訊。 The hotspot detection module 23 described can be a live channel hotspot detection module 23, and according to the multiple interactive record data (such as looking back at the playback record or hotspot play) from a plurality of user end devices 10 in the storage module 22 Records, etc.) to calculate the hot segment information with the first hot spot of the live channel.

於本實施例中,熱點偵測模組23將直播頻道之播放時間以一固定時間長度(如30秒)切割為連續的複數分時區間,並對每一分時區間設定唯一識別符,進而依據複數分時區間設定互動紀錄蒐集規範。再者,熱點偵測模組23依據複數互動紀錄資料之回看播放紀錄以及互動紀錄蒐集規範所界定之複數分時區間,以偵測出複數分時區間中是否有熱點出現,其中,當至少一分時區間中有熱點出現時,熱點偵測模組23以此熱點作為一熱門片段之起時,且再計算出此熱門片段之訖時,進而產生具有該熱點之 熱門片段資訊,且將具有該熱點之熱門片段資訊儲存於儲存模組22後,並回傳具有該熱點之熱門片段資訊給複數使用端裝置10,以提供直播頻道之具有該熱點之熱門片段給複數用戶收看。在一實施例中,熱點係指直播中精采畫面的當下時點,例如:運動節目之直播中運動員敲出全壘打的當下時點,而熱門片段係指直播中精采畫面的完整片段,例如:運動節目之直播中運動員敲出全壘打時的完整打擊片段及球飛出牆外片段。 In this embodiment, the hotspot detection module 23 cuts the broadcasting time of the live channel into continuous multiple time-sharing intervals with a fixed length of time (such as 30 seconds), and sets a unique identifier for each time-sharing interval, and then Set the interaction record collection standard based on multiple time-sharing intervals. Furthermore, the hotspot detection module 23 detects whether there are hotspots in the multiple time-sharing intervals according to the playback records of the plural interactive record data and the multiple time-sharing intervals defined by the interaction record collection specification, wherein, when at least When there is a hot spot in a time interval, the hot spot detection module 23 takes the hot spot as the beginning time of a hot segment, and then calculates the end time of the hot segment, and then generates a hot segment with the hot spot. Hot segment information, and store the hot segment information with the hot spot in the storage module 22, and return the hot segment information with the hot spot to a plurality of user devices 10, so as to provide the hot segment with the hot spot in the live channel to Multiple users watch. In one embodiment, the hotspot refers to the current moment of the highlight in the live broadcast, for example: the moment when the athlete hits a home run in the live broadcast of a sports program, and the hot segment refers to the complete segment of the highlight in the live broadcast, for example: sports In the live broadcast of the program, the player hits the home run and the complete hitting clip and the clip of the ball flying out of the wall.

詳言之,熱點偵測模組23之熱點偵測方法是將複數用戶之回看播放紀錄作為回播正向指標且權重預設為1,且每一筆回看播放紀錄之熱度值皆為1,再由熱點偵測模組23利用熱度指數計算公式及熱點選擇方式計算各個分時區間中之熱點熱度指數以及區間熱度指數,其中,熱度指數計算公式(1)及熱點選擇方式(2),(3),如下所示: To be more specific, the hotspot detection method of the hotspot detection module 23 is to use multiple users’ playback records as positive indicators of playback, and the weight is preset to 1, and the popularity value of each playback record is 1 , then the hot spot detection module 23 utilizes the heat index calculation formula and the hot spot selection method to calculate the hot spot heat index and the interval heat index in each time-sharing interval, wherein, the heat index calculation formula (1) and the hot spot selection method (2), (3), as follows:

Figure 110138561-A0101-12-0011-11
Figure 110138561-A0101-12-0011-11

Figure 110138561-A0101-12-0011-2
Figure 110138561-A0101-12-0011-2

Figure 110138561-A0101-12-0011-3
Figure 110138561-A0101-12-0011-3

其中,seg i 係為一個直播頻道之第i個分時區間;

Figure 110138561-A0101-12-0011-4
係為一個分時區 間中時間點t的熱度指數;v j,t 係為第j種熱度指標於時間點t的熱度值;f j 係為第j種熱度指標的權重,且為正向指標時f j 大於0,反之,為負向指標的f j 小於0;
Figure 110138561-A0101-12-0011-5
係為熱點,亦即熱門片段之起時。 Wherein, seg i is the ith time-sharing interval of a live channel;
Figure 110138561-A0101-12-0011-4
is the heat index at time point t in a time-sharing interval; v j,t is the heat value of the jth heat index at time point t ; f j is the weight of the j heat index and is a positive index When f j is greater than 0, on the contrary, f j which is a negative index is less than 0;
Figure 110138561-A0101-12-0011-5
It is a hot spot, that is, when the hot clip starts.

在一實施例中,熱點偵測模組23利用熱度指數計算公式(1)且依據複數回看播放紀錄之權重及熱度值計算出一分時區間中各時間點(回看播放起時)之第一熱度指數,且各時間點(回看播放起時)之第一熱度指數係定義為回播正向指標值,熱點偵測模組23再將分時區間中各時間點(回看播放起時)之第一熱度指數相加以得到第一區間熱度指數,其中,當第一 區間熱度指數大於一區間門檻值時,熱點偵測模組23利用熱點選擇方式(2)找出於分時區間中所有時間點(回看播放起時)中之中位數,並利用熱點選擇方式(3)確認中位數所在之時間點(回看播放起時)即為第一熱點及第一熱門片段之起時,且第一熱點之熱度指數係為第一熱點熱度指數,其中,已被納入熱度指數的計算的回看播放紀錄會被標記,避免將其再次計算。 In one embodiment, the hotspot detection module 23 uses the heat index calculation formula (1) to calculate the time points of each time point (when the playback starts) in a time-sharing interval based on the weights and heat values of multiple playback records. The first popularity index, and the first popularity index of each time point (when looking back and playing) is defined as the forward index value of the playback, and the hotspot detection module 23 then calculates each time point (looking back and playing) in the time-sharing interval The first heat index from the beginning) is added to obtain the first interval heat index, where, when the first When the interval heat index is greater than an interval threshold value, the hotspot detection module 23 uses the hotspot selection method (2) to find the median in all time points (when the playback starts) in the time-sharing interval, and uses the hotspot selection Method (3) Confirm that the time point where the median is located (when the playback starts) is the beginning of the first hot spot and the first hot clip, and the heat index of the first hot spot is the first hot spot heat index, wherein, Playback records that have been included in the calculation of the popularity index will be marked to prevent them from being calculated again.

再者,熱點偵測模組23依據複數回看播放紀錄之回看播放訖時計算其中位數,以將計算出中位數所對應之回看播放訖時作為第一熱門片段之訖時,再由熱點偵測模組23依據第一熱點、第一熱門片段、第一熱點熱度指數及第一區間熱度指數產生具有第一熱點之熱門片段資訊,並存入儲存模組22及提供給各使用端裝置10。 Furthermore, the hotspot detection module 23 calculates the median according to the playback end time of the multiple playback records, so that the playback end time corresponding to the calculated median is taken as the end time of the first hot segment, According to the first hot spot, the first popular segment, the first hot spot heat index and the first interval heat index, the hot spot detection module 23 generates the hot segment information with the first hot spot, and stores it in the storage module 22 and provides it to each The end device 10 is used.

在一實施例中,熱點偵測模組23更依據複數用戶觀看熱點及熱門片段所產生之複數互動紀錄資料之熱點播放紀錄,進一步更新具有該第一熱點之熱門片段資訊,以產生具有第二熱點之熱門片段資訊,其中,熱點偵測模組23先判斷複數熱點播放紀錄中播放長度是否小於一指標門檻值,若複數熱點播放紀錄之一部分的播放長度大於一指標門檻值,則將複數熱點播放紀錄之該部分作為熱點正向指標且權重預設為1;反之,若複數熱點播放紀錄之另一部分的播放長度小於一指標門檻值,則將複數熱點播放紀錄之該另一部分者作為熱點負向指標且權重預設為-1,且每一筆熱點播放紀錄之熱度值皆為1。 In one embodiment, the hotspot detection module 23 further updates the information of the hotspot with the first hotspot according to the hotspot play records of multiple interactive record data generated by multiple users viewing the hotspot and the hotspot to generate a second hotspot. The popular clip information of hotspots, wherein, the hotspot detection module 23 first judges whether the playback length of the plurality of hotspot playback records is less than an index threshold value, if the playback length of a part of the plurality of hotspot playback records is greater than an index threshold value, then the plurality of hot spots This part of the playback record is used as a hotspot positive indicator and the weight is preset to 1; on the contrary, if the playback length of another part of the multiple hotspot playback records is less than an index threshold, the other part of the multiple hotspot playback records is used as a hotspot negative direction indicator and the default weight is -1, and the popularity value of each hot play record is 1.

再者,由熱點偵測模組23依據複數熱點播放紀錄之熱度值及權重利用熱度指數計算公式(1)計算出複數熱點播放紀錄之分時區間中各時間點(熱點播放起時)之第二熱度指數,且熱點偵測模組23將複數回看播放紀錄之各時間點(回看播放起時)之第一熱度指數及複數熱點播放紀錄之各時間點(熱點播放起時)之第二熱度指數進行累加,以得到累加後之各時 間點(回看播放起時及熱點播放起時)之熱度指數,熱點偵測模組23將累加後之各時間點(回看播放起時及熱點播放起時)之熱度指數相加以得到第二區間熱度指數。 Furthermore, the hotspot detection module 23 calculates the number of times at each time point (from when the hotspot plays) in the time-sharing interval of the multiple hotspot play records by using the heat index calculation formula (1) according to the heat value and weight of the multiple hotspot play records. 2 heat index, and the hotspot detection module 23 will look back at the first heat index of each time point (when the playback starts) of the plural playback records and the first heat index of each time point (when the hotspots are played) of the multiple hotspot play records The two heat indexes are accumulated to obtain the accumulated time The heat index of the time point (when the playback is started and when the hot spot is played), the hotspot detection module 23 adds the heat index of each time point (when the playback is started and the hot spot is played) after the accumulation to obtain the first Two interval heat index.

接著,熱點偵測模組23利用熱點選擇方式(2)從複數回看播放紀錄及複數熱點播放紀錄之分時區間中各時間點(回看播放起時及熱點播放起時)裡找出中位數,熱點偵測模組23再利用熱點選擇方式(3)確認中位數所在之時間點(回看播放起時或熱點播放起時)即為第二熱點及第二熱門片段之起時,且其第二熱度指數係為第二熱點熱度指數。 Then, the hotspot detection module 23 uses the hotspot selection method (2) to find the middle point in each time point (when the playback starts and when the hotspot plays) in the time-sharing intervals of the multiple playback records and the multiple hotspot playback records. The number of digits, the hotspot detection module 23 then uses the hotspot selection method (3) to confirm that the time point where the median is located (when the playback starts or when the hotspot is played) is the second hotspot and the beginning of the second hottest segment , and its second heat index is the second hot spot heat index.

之後,熱點偵測模組23依據複數回看播放紀錄之回看播放訖時及複數熱點播放紀錄之熱點播放訖時計算其中位數,以將計算出中位數所對應之時間點作為第二熱門片段之訖時,再由熱點偵測模組23依據第二熱點、第二熱門片段、第二熱點熱度指數及第二區間熱度指數產生具有第二熱點之熱門片段資訊,並存入儲存模組22及提供給各使用端裝置10。 Afterwards, the hotspot detection module 23 calculates the median according to the playback end time of the multiple playback records and the hotspot playback time of the multiple hotspot playback records, and uses the time point corresponding to the calculated median as the second At the end of the popular clip, the hot clip information with the second hot spot is generated by the hot spot detection module 23 according to the second hot spot, the second popular clip, the second hot spot heat index and the second interval heat index, and stored in the storage module The group 22 is provided to each end device 10 .

在一實施例中,複數使用端裝置10所傳送之互動紀錄資料係為熱點標記或分享紀錄時,熱點偵測模組23將複數標記或分享紀錄作為標記或分享正向指標且權重預設為1,而每次的標記次數及分享次數為熱度值1,熱點偵測模組23依據複數標記或分享紀錄中之熱點(亦即熱門片段之起時)計算其熱度指數,例如:一熱點被標記或分享五次,所以此熱點之第三熱度指數為5,且定義為標記或分享正向指標值。是以,熱點偵測模組23可進一步將此熱點之熱度指數累加回對應之時間點(回看播放起時或熱點播放起時)之第一熱度指數或第二熱度指數,以進一步計算出具有熱點之熱門片段資訊。 In one embodiment, when the interaction record data transmitted by multiple user-end devices 10 is a hot mark or share record, the hot spot detection module 23 uses the multiple mark or share record as a mark or share positive indicator and the weight is preset as 1, and the number of marking times and sharing times each time is heat value 1, and the hotspot detection module 23 calculates its heat index according to the hotspots in the plural marks or sharing records (that is, when the hot clip starts), for example: a hotspot is captured Mark or share five times, so the third popularity index of this hotspot is 5, and it is defined as the positive index value of marking or sharing. Therefore, the hotspot detection module 23 can further add the heat index of this hotspot back to the first heat index or the second heat index at the corresponding time point (when the playback starts or when the hot spot plays), to further calculate Hot clip information with hotspots.

在一實施例中,熱點偵測模組23更於取得一電子節目表後,再向儲存模組22取得複數互動紀錄資料,以透過電子節目表能精準地針對 特定的直播頻道進行熱點偵測,避免佔用平台端裝置20之資源,藉此提升平台端裝置20之熱點偵測的效率。 In one embodiment, after obtaining an electronic program table, the hotspot detection module 23 obtains a plurality of interactive record data from the storage module 22, so that the electronic program table can accurately target Specific live channels are used for hotspot detection to avoid occupying resources of the platform device 20 , thereby improving the efficiency of hotspot detection of the platform device 20 .

所述之頻道串流播放模組24,係將電子節目表、直播頻道之視訊串流及具有熱點之熱門片段資訊(包含熱門片段之視訊串流及影像截圖)串流至使用端裝置10。 The channel stream playing module 24 streams the electronic program table, the video stream of the live channel, and the hot segment information with hotspots (including the video stream of the hot segment and image screenshots) to the user device 10 .

下列實施例係為本發明之直播頻道之熱門片段即時偵測系統之第一實施例,且此第一實施例之主要內容如下,其餘內容相同於上述圖1之說明。 The following embodiment is the first embodiment of the real-time hot segment detection system of the live broadcast channel of the present invention, and the main content of the first embodiment is as follows, and the rest of the content is the same as the description of the above-mentioned FIG. 1 .

於本實施例中,使用端裝置D1~D10(即圖1之使用端裝置10)之互動紀錄處理模組11依據互動紀錄蒐集規範(或可進一步依據一電子節目表)分別蒐集複數用戶在觀看一直播頻道之回播,以分別產生使用端裝置D1~D10之回看播放紀錄,例如:使用端裝置D1之回看播放紀錄係為<D1,CH1#Seg1,IndexType1,10:00:05,10:00:14>。再者,使用端裝置D1~D10之互動紀錄處理模組11將其回看播放紀錄傳送至平台端裝置20之互動紀錄接收模組21,以由互動紀錄接收模組21將使用端裝置D1~D10之回看播放紀錄儲存至儲存模組22中。 In this embodiment, the interactive record processing module 11 of the user-end devices D1-D10 (i.e. the user-end device 10 in FIG. Playback of a live channel to generate playback records of user devices D1~D10 respectively, for example: the playback record of user device D1 is <D1,CH1#Seg1,IndexType1,10:00:05, 10:00:14>. Moreover, the interaction record processing module 11 of the user-end devices D1~D10 sends its playback record to the interaction record receiving module 21 of the platform-end device 20, so that the interaction record receiving module 21 will send the user-end devices D1~D10 The playback record of D10 is stored in the storage module 22 .

接著,熱點偵測模組23從儲存模組22取得回看播放紀錄,如圖2所示,係為第一分時區間CH1#Seg1(範圍A)之10:00:00至10:00:29中使用端裝置D1~D10於直播頻道之回播時所產生之回看播放紀錄,其中,因使用端裝置D4,D6在第一分時區間CH1#Seg1(範圍A)之10:00:00至10:00:29中還未播放完畢且未回傳至平台端裝置20,故熱點偵測模組23僅依據使用端裝置D1~D3,D5,D7~D10之回看播放紀錄進行熱點偵測。 Then, the hotspot detection module 23 obtains the playback record from the storage module 22, as shown in FIG. 2, it is 10:00:00 to 10:00 of the first time-sharing interval CH1#Seg1 (range A): In 29, the playback records generated by the user-end devices D1~D10 during the playback of the live channel, among them, because the user-end devices D4 and D6 are at 10:00 of the first time-sharing interval CH1#Seg1 (range A): From 00 to 10:00:29, the playback has not been completed and has not been sent back to the platform device 20, so the hotspot detection module 23 only performs hotspots based on the playback records of the user devices D1~D3, D5, D7~D10 detection.

熱點偵測模組23將使用端裝置D1~D3,D5,D7~D10之回看播放紀錄作為回播正向指標且權重預設為1,又每一筆回看播放紀錄為熱度值為1,其中,熱點偵測模組23利用熱度指數計算公式(1)且依據每一筆回看播放紀錄之權重及熱度值計算出一個分時區間(10:00:00~10:00:29)中之第一熱點熱度指數以及第一區間熱度指數。此外,為能明確說明此實施例,於此僅以分時區間中各時間點中之秒數作為時間點說明,如圖2所示,例如:直播頻道之播放時間軸中之10:00:00即為第0秒,而10:00:05即為第5秒,以此類推。 The hotspot detection module 23 uses the review playback records of the user-end devices D1~D3, D5, D7~D10 as the playback positive indicators and the weight is preset to 1, and each review playback record has a heat value of 1, Among them, the hotspot detection module 23 uses the heat index calculation formula (1) and calculates a time-sharing interval (10:00:00~10:00:29) according to the weight and heat value of each playback record. The first hotspot heat index and the first interval heat index. In addition, in order to clearly illustrate this embodiment, only the number of seconds in each time point in the time-sharing interval is used as the time point description here, as shown in Figure 2, for example: 10:00 in the broadcast time axis of the live channel: 00 is the 0th second, and 10:00:05 is the 5th second, and so on.

具體而言,如圖2所示,熱點偵測模組23利用熱度指數計算公式(1)計算各時間點之第一熱度指數,以得到第0秒之第一熱度指數為2(亦即有兩筆回看播放紀錄於第0秒作為回看播放起時)、第5秒之第一熱度指數為5(亦即有五筆回看播放紀錄於第5秒作為回看播放起時)以及第10秒之第一熱度指數為1(亦即有一筆回看播放紀錄於第10秒作為回看播放起時)。進一步說明,前述該些第一熱度指數係定義為回播正向指標值。 Specifically, as shown in FIG. 2, the hotspot detection module 23 uses the heat index calculation formula (1) to calculate the first heat index at each time point, so that the first heat index at the 0th second is 2 (that is, there is Two review playback records start at the 0th second as the review playback), the first popularity index at the 5th second is 5 (that is, there are five review playback records at the 5th second as the playback start of the review), and the first The first popularity index for 10 seconds is 1 (that is, when there is a review play record starting at the 10th second as the review play). To further illustrate, the aforementioned first popularity indexes are defined as rebroadcast positive index values.

是以,熱點偵測模組23將各時間點(即第0秒、第5秒及第10秒)之第一熱度指數相加以得到第一分時區間CH1#Seg1(範圍A)之第一區間熱度指數為8,且熱點偵測模組23再確認區間熱度指數(8)大於一區間門檻值(如5)後,熱點偵測模組23利用熱點選擇方式(2)找出第一分時區間CH1#Seg1(範圍A)中之八筆回看播放紀錄之時間點(即回看播放起時)之中位數,例如:[0、0、5、5、5、5、5、10]中之中位數為(即5),再由熱點偵測模組23利用熱點選擇方式(3)依據中位數所對應之時間點(第5秒),以得 到第一分時區間CH1#Seg1(範圍A)之第一熱點為10:00:05,且其第一熱點(第5秒)之第一熱度指數(即5)即為第一熱點熱度指數。 Therefore, the hotspot detection module 23 adds the first heat index at each time point (that is, the 0th second, the 5th second and the 10th second) to obtain the first time-sharing interval CH1#Seg1 (range A). The interval heat index is 8, and after the hotspot detection module 23 confirms that the interval heat index (8) is greater than a interval threshold value (such as 5), the hotspot detection module 23 uses the hotspot selection method (2) to find out the first point The median of the time points (that is, when the playback starts) of the eight playback records in the time interval CH1#Seg1 (range A), for example: [0, 0, 5, 5, 5, 5, 5, The median in 10] is (i.e. 5), and then the hotspot detection module 23 utilizes the hotspot selection method (3) according to the time point (the 5th second) corresponding to the median to obtain The first hot spot in the first time-sharing interval CH1#Seg1 (range A) is 10:00:05, and the first heat index (i.e. 5) of the first hot spot (5th second) is the first hot spot heat index .

接著,熱點偵測模組23將第一分時區間CH1#Seg1(範圍A)之第一熱點(10:00:05)作為第一熱門片段之起時。又,熱點偵測模組23利用熱點選擇方式(2),(3)依據第一分時區間CH1#Seg1(範圍A)中之八筆回看播放紀錄之回看播放訖時,例如:[14、14、14、29、29、29、29、29],以找出八筆回看播放紀錄之回看播放訖時之中位數(即29)所對應之時間點(10:00:29),且將此時間點作為第一熱門片段之訖時。之後,熱點偵測模組23將依據第一分時區間CH1#Seg1(範圍A)之第一熱點(10:00:05)、第一熱門片段(10:00:05~10:00:29)、第一熱點熱度指數(5)及第一區間熱度指數(8)產生具有第一熱點之熱門片段資訊,進而透過頻道串流播放模組24將具有第一熱點之熱門片段資訊提供給使用端裝置D1~D10。 Next, the hotspot detection module 23 takes the first hotspot (10:00:05) in the first time-division interval CH1#Seg1 (range A) as the starting time of the first hotspot. Again, the hotspot detection module 23 utilizes the hotspot selection mode (2), (3) according to the eight pens in the first time-sharing interval CH1#Seg1 (range A) when looking back and playing the record, for example: [ 14, 14, 14, 29, 29, 29, 29, 29] to find the time point (10:00: 29), and this time point is used as the end time of the first popular segment. Afterwards, the hot spot detection module 23 will base on the first hot spot (10:00:05), the first hot segment (10:00:05~10:00:29) of the first time-sharing interval CH1#Seg1 (range A). ), the first hotspot popularity index (5) and the first interval popularity index (8) generate the hot segment information with the first hot spot, and then provide the hot segment information with the first hot spot to the user through the channel streaming module 24 End devices D1~D10.

下列實施例係為本發明之直播頻道之熱門片段即時偵測系統之第二實施例,且此第二實施例之主要內容如下,其餘內容相同於上述圖1及第一實施例之說明。 The following embodiment is the second embodiment of the hot segment real-time detection system of the live channel of the present invention, and the main content of the second embodiment is as follows, and the rest of the content is the same as the description of the above-mentioned FIG. 1 and the first embodiment.

於本實施例中,使用端裝置D91~D100(即圖1之使用端裝置10)接收到平台端裝置20所傳送之具有熱點之熱門片段資訊(如第一實施例之具有第一熱點之熱門片段資訊)後,由複數用戶觀看具有熱點之熱門片段所產生之熱點播放紀錄,如圖3所示,且熱點播放紀錄儲存於儲存模組22中。例如:使用端裝置D92之回看播放紀錄係為<D92,CH1#Seg1,IndexType2,10:00:05,10:00:09>。 In this embodiment, the user-end devices D91~D100 (i.e., the user-end device 10 in FIG. 1 ) receive the hot segment information with hotspots transmitted by the platform-side device 20 (such as the hotspots with the first hotspot in the first embodiment) segment information), watch the hotspot play record generated by the popular segment with hotspots by multiple users, as shown in FIG. 3 , and the hotspot play record is stored in the storage module 22. For example: the playback record of the client device D92 is <D92, CH1#Seg1, IndexType2, 10:00:05, 10:00:09>.

在一實施例中,平台端裝置20可依據熱點偵測模組23所計算出熱門片段之起訖時,提供用戶僅能觀看依據熱門片段之起訖時所產生之一影片(如僅提供圖3之範圍B之影片),或是平台端裝置20依據熱門片段之起訖時標記於原先的直播頻道上,以使用戶在觀看完熱門片段後繼續觀看後續內容(如提供用戶繼續觀看圖3之範圍B以後之影片)。 In one embodiment, the platform device 20 can calculate the start and end times of popular segments based on the hotspot detection module 23, and provide users with only one video generated based on the start and end times of the hot segments (for example, only the one shown in FIG. 3 is provided. range B), or the platform device 20 is marked on the original live channel according to the start and end of the hot segment, so that the user continues to watch the follow-up content after watching the hot segment (such as providing the user to continue watching the range B of FIG. 3 future video).

須先說明,於此實施例中,假設平台端裝置20僅提供10:00:05~10:00:29之熱門片段給使用端裝置D91~D100,故使用端裝置D91,D93~D97,D100之熱點播放紀錄中之熱點播放訖時為10:00:29。 It must be explained first that in this embodiment, it is assumed that the platform device 20 only provides the hot clips from 10:00:05~10:00:29 to the user devices D91~D100, so the user devices D91, D93~D97, D100 The end time of the hot spot broadcast in the hot spot broadcast record is 10:00:29.

據此,熱點偵測模組23從儲存模組22取得使用端裝置D91~D100之熱點播放紀錄,其中,熱點偵測模組23判斷出使用端裝置D91,D93~D97,D100之熱點播放紀錄中播放長度大於一指標門檻值(如5),故熱點偵測模組23將使用端裝置D91,D93~D97,D100之熱點播放紀錄將作為熱點正向指標且權重預設為1,而熱點播放紀錄之熱度值為1,以及熱點偵測模組23判斷出使用端裝置D92,D98,D99之熱點播放紀錄中播放長度小於一指標門檻值(如5),故熱點偵測模組23將使用端裝置D92,D98,D99之熱點播放紀錄作為熱點負向指標且權重預設為-1,而熱點播放紀錄之熱度值為1。 Accordingly, the hotspot detection module 23 obtains the hotspot playback records of the client devices D91~D100 from the storage module 22, wherein the hotspot detection module 23 determines the hotspot playback records of the client devices D91, D93~D97, and D100 The playback length is greater than an index threshold (such as 5), so the hotspot detection module 23 will use the hotspot playback records of the end devices D91, D93~D97, and D100 as hotspot positive indicators and the weight is preset to 1, and the hotspot The heat value of the playback record is 1, and the hotspot detection module 23 judges that the playback length in the hotspot playback records of the user-side devices D92, D98, and D99 is less than an index threshold (such as 5), so the hotspot detection module 23 will The hotspot playback records of the client devices D92, D98, and D99 are used as hotspot negative indicators with a default weight of -1, and the popularity value of the hotspot playback records is 1.

接著,熱點偵測模組23依據上述十筆熱點播放紀錄之權重及熱度值並利用熱度指數計算公式(1)以計算出使用端裝置D91,D93~D97,D100之熱點播放紀錄中第5秒之熱度指數為7,且定義為熱點正指標值,又,計算出使用端裝置D92,D98,D99之熱點播放紀錄中第5秒之熱度指數為-3,且定義為熱點負向指標值,並由熱點偵測模組23將熱點 正指標值(即7)與熱點負向指標值(即-3)相加以得到第5秒之第二熱度指數為4,亦定義為熱點正指標值。之後,熱點偵測模組23將依據熱點播放紀錄所計算出第5秒之第二熱度指數(即4)累加回第一實施例之第5秒之第一熱度指數(即5)以得到更新後之第5秒之熱度指數(即9)。 Then, the hotspot detection module 23 calculates the 5th second in the hotspot playback records of the user-end devices D91, D93~D97, D100 based on the weights and popularity values of the above ten hotspot play records and using the popularity index calculation formula (1). The popularity index is 7, and it is defined as the hotspot positive index value. In addition, the heat index of the 5th second in the hotspot play records of the user-end devices D92, D98, and D99 is calculated as -3, and it is defined as the hotspot negative index value. And by hotspot detection module 23 will hotspot The positive index value (ie 7) is added to the hotspot negative index value (ie -3) to obtain the second heat index of 5 seconds as 4, which is also defined as the hotspot positive index value. Afterwards, the hotspot detection module 23 will accumulate the second heat index (that is, 4) in the 5th second calculated according to the hotspot play records back to the first heat index (that is, 5) in the 5th second of the first embodiment to be updated The heat index of the next 5 seconds (i.e. 9).

熱點偵測模組23再利用熱點選擇方式(2)並依據第一實施例之八筆回看播放紀錄之回看播放起時以及此實施例之十筆熱點播放紀錄之回看播放訖時找出第一分時區間CH1#Seg1(範圍A)之中位數為5,再由熱點偵測模組23利用熱點選擇方式(3)依據中位數所對應之時間點(第5秒),以得到第一分時區間CH1#Seg1(範圍A)之第二熱點為第5秒,且其第二熱點(第5秒)之熱度指數(即9)係作為第二熱點熱度指數,而第二區間熱度指數(即12),藉此由熱點偵測模組23更新具有第一熱點之熱門片段資訊以產生具有第二熱點之熱門片段資訊。 The hotspot detection module 23 utilizes the hotspot selection method (2) again and finds out when the playback of the eight playback records of the first embodiment starts and the playback of the ten hotspot records of this embodiment ends. The median of the first time-division interval CH1#Seg1 (range A) is 5, and then the hotspot detection module 23 utilizes the hotspot selection method (3) according to the time point (the 5th second) corresponding to the median, To get the second hot spot of the first time-sharing interval CH1#Seg1 (range A) as the 5th second, and the heat index (i.e. 9) of the second hot spot (the 5th second) is used as the second hot spot heat index, and the second hot spot heat index The popularity index of two intervals (namely 12), whereby the hot segment information with the first hot spot is updated by the hot spot detection module 23 to generate the hot segment information with the second hot spot.

是以,透過用戶觀看熱點及熱門片段所產生之熱點播放紀錄,進而計算出熱點正向指標值及熱點負向指標值,藉此平台端裝置20可即時地依據計算出熱點正向指標值及熱點負向指標值以更新具有熱點之熱門片段資訊,俾能動態地調整熱點及熱門片段,進而精準且即時地提供給用戶更貼近其喜好的熱點及熱門片段。 Therefore, through the hotspot playback records generated by users watching hotspots and popular clips, the hotspot positive index value and the hotspot negative index value are calculated, so that the platform device 20 can calculate the hotspot positive index value and the hotspot negative index value in real time. The negative index value of hotspots is used to update the information of popular clips with hotspots, so as to dynamically adjust hotspots and popular clips, and then provide users with hotspots and popular clips that are closer to their preferences in an accurate and real-time manner.

下列實施例係為本發明之直播頻道之熱門片段即時偵測系統之第三實施例,且此第三實施例之主要內容如下,其餘內容相同於上述圖1、第一實施例及第二實施例之說明。 The following embodiment is the third embodiment of the hot segment real-time detection system of the live channel of the present invention, and the main content of this third embodiment is as follows, and the rest of the content is the same as above-mentioned Figure 1, the first embodiment and the second embodiment Example description.

於本實施例中,熱點偵測模組23更以迭代式熱點偵測之方式進行熱點偵測。具體而言,熱點偵測模組23將一分時區間中每次熱點熱度 指數及區間熱度指數之計算結果進行累加,而不需針對已取得的全部互動紀錄資料(回看播放紀錄或熱點播放紀錄)做計算,只需將新收到的互動紀錄資料計算後累加至前一次的記算結果,來提升熱點偵測的效率以達到既時偵測之目的。 In this embodiment, the hotspot detection module 23 further performs hotspot detection in an iterative hotspot detection manner. Specifically, the hotspot detection module 23 will determine the temperature of each hotspot in a time interval The calculation results of the index and the interval popularity index are accumulated instead of calculating all the obtained interactive records (review playback records or hotspot playback records), and only need to calculate the newly received interaction record data and add them to the front One-time calculation results to improve the efficiency of hotspot detection and achieve the purpose of real-time detection.

具體而言,熱點偵測模組23針對第一分時區間CH1#Seg1(範圍A)之10:00:00至10:00:29進行熱點偵測,之後每30秒會再執行一次熱點偵測,直至直播結束後或直播結束後一段時間內,其中,如圖2所示,熱點偵測模組23依據使用端裝置D1~D3,D5,D7~D10之回看播放紀錄計算出第一分時區間CH1#Seg1(範圍A)中之第一熱點熱度指數、第一區間熱度指數、第一熱點及第一熱門片段(如圖4所示)。甚者,圖4之表T1係表示依據使用端裝置D1~D3,D5,D7~D10之回看播放紀錄且利用熱度指數計算公式(1)所計算出回播正向指標值,亦為各時間點(回看播放起時)之熱度指數,而圖4之表T2表示依據使用端裝置D2,D3,D7,D9,D10之各回看播放訖時所累計之次數作為回播正向指標值,其中,圖4之表T2的計算僅考慮回看播放起時為10:00:05(第一熱點)的回看播放紀錄。 Specifically, the hotspot detection module 23 performs hotspot detection for the first time-sharing interval CH1#Seg1 (range A) from 10:00:00 to 10:00:29, and then performs hotspot detection again every 30 seconds. until the end of the live broadcast or within a period of time after the end of the live broadcast, wherein, as shown in Figure 2, the hotspot detection module 23 calculates the first The first hotspot popularity index, the first interval popularity index, the first hotspot and the first hot segment in the time-sharing interval CH1#Seg1 (range A) (as shown in FIG. 4 ). What’s more, Table T1 in FIG. 4 shows the playback positive index value calculated based on the playback records of the user-end devices D1~D3, D5, D7~D10 and using the heat index calculation formula (1), which is also the index value for each The popularity index at the time point (when the playback starts), and the table T2 in Figure 4 shows the positive index value of the playback based on the cumulative number of times at the end of each playback of the user-end devices D2, D3, D7, D9, and D10 , wherein, the calculation of table T2 in FIG. 4 only considers the playback records whose playback start time is 10:00:05 (the first hotspot).

待至10:01:01時,使用端裝置D4,D6回傳兩筆回看播放紀錄(如圖2所示)以及使用端裝置D91~D100回傳十筆熱點播放紀錄(如圖3所示),由熱點偵測模組23依據使用端裝置D4,D6之回看播放紀錄以及使用端裝置D91~D100之熱點播放紀錄以針對第一分時區間CH1#Seg1(範圍A)進行第二次的熱點偵測。 At 10:01:01, the user-end devices D4 and D6 return two playback records (as shown in Figure 2) and the user-end devices D91~D100 return ten hotspot playback records (as shown in Figure 3 ), the hot spot detection module 23 conducts the second time for the first time-sharing interval CH1#Seg1 (range A) according to the playback records of the user-end devices D4 and D6 and the hot-spot play records of the user-end devices D91~D100. hotspot detection.

詳言之,熱點偵測模組23將使用端裝置D4,D6之回看播放紀錄作為回播正向指標且權重預設為1,又每一筆回看播放紀錄為熱度值為 1,並依據其權重及熱度值利用熱度指數計算公式(1)計算出以得到第10秒之熱度指數為1及第5秒之熱度指數為1,且定義為回播正向指標值,再由熱點偵測模組23累加回原來的回播正向指標值(播放起時),如圖4之表T3所示。又,熱點偵測模組23亦計算使用端裝置D6之各回看播放訖時所累計之次數,例如:第34秒為累計一次,且定義為回播正向指標值,並累加回原來的回播正向指標(播放訖時),如圖4之表T4所示。此外,因使用端裝置D4之回看播放起時非為10:00:05(第一熱點),故使用端裝置D4之回看播訖起不會納入熱門片段之訖時計算。 Specifically, the hotspot detection module 23 uses the playback records of the user-end devices D4 and D6 as positive indicators for playback, and the weight is preset to 1, and each playback record has a popularity value of 1, and based on its weight and heat value, it is calculated using the heat index calculation formula (1) to obtain a heat index of 1 in the 10th second and a heat index of 1 in the 5th second, which are defined as the playback positive index value, and then The hotspot detection module 23 accumulates back the original playback positive index value (when the playback starts), as shown in Table T3 of FIG. 4 . Also, the hotspot detection module 23 also calculates the number of times accumulated when each replay of the user-end device D6 is finished, for example: the 34th second is accumulated once, and is defined as the forward index value of the replay, and is added back to the original replay The broadcast forward indicator (when the broadcast is finished), as shown in Table T4 of FIG. 4 . In addition, since the playback start time of the user-end device D4 is not 10:00:05 (the first hot spot), the end-time of the playback of the user-end device D4 will not be included in the calculation of the end time of the popular segment.

另一方面,如上述第二實施例所述,熱點偵測模組23將使用端裝置D92,D98,D99之熱點播放紀錄中第5秒之熱度指數為-3,且定義為熱點負向指標值,而使用端裝置D91,D93~D97,D100之熱點播放紀錄中第5秒之熱度指數為7,且定義為熱點正指標值。是以,熱點偵測模組23將各時間點之回播正向指標值、熱點正指標值及熱點負向指標值進行累加,以重新個時間點之熱度指數,如圖4之表T3所示。 On the other hand, as described in the above-mentioned second embodiment, the hotspot detection module 23 sets the heat index of the 5th second in the hotspot play record of the user-end devices D92, D98, and D99 as -3, and defines it as a negative hotspot indicator value, and the popularity index in the 5th second of the hotspot play records of the user-end devices D91, D93~D97, D100 is 7, which is defined as the hotspot positive index value. Therefore, the hotspot detection module 23 accumulates the playback positive index value, the hotspot positive index value and the hotspot negative index value at each time point to renew the heat index at the time point, as shown in Table T3 of FIG. 4 Show.

再者,熱點偵測模組23將所有時間點之熱度指數之中位數以作為第三熱點(如10:00:05)及第三熱門片段之起時,且第三熱點之熱度指數更作為第三熱點熱度指數(即10),又熱點偵測模組23累加各時間點之熱度指數以作為第三區間熱度指數(即14)。 Furthermore, the hotspot detection module 23 uses the median of the popularity index at all time points as the third hotspot (such as 10:00:05) and the start time of the third hotspot segment, and the popularity index of the third hotspot is more As the third hot spot heat index (ie 10), the hot spot detection module 23 accumulates the heat index at each time point as the third interval heat index (ie 14).

此外,因使用端裝置D91,D93~D97,D100之熱點播放紀錄中播放長度大於指標門檻值(如5),故熱點偵測模組23計算使用端設備D91,D93~D97,D100之各熱點播放訖時所累計之次數,且定義為熱點正向指標值(播放訖時),例如,第34秒為累計六次,第19秒為累計一次。之後, 熱點偵測模組23依據六筆(D2,D3,D6,D7,D9,D10)回看播放紀錄之回看播放訖時及七筆熱點播放紀錄之熱點播放訖時找出其中位數(即34)所對應之時間點(10:00:34),以將此時間點(10:00:34)作為熱門片段之訖時,是以,更新後之第三熱門片段係為10:00:05~10:00:34。 In addition, because the playback length of the hotspot playback records of the user-end devices D91, D93~D97, and D100 is greater than the index threshold (such as 5), the hotspot detection module 23 calculates the hotspots of the user-end devices D91, D93~D97, and D100 The accumulated number of times when the playback is over, and it is defined as the positive index value of the hotspot (when the playback is over), for example, the 34th second is accumulated six times, and the 19th second is accumulated once. after, The hotspot detection module 23 finds the median (i.e. 34) The corresponding time point (10:00:34), take this time point (10:00:34) as the end time of the hot clip, so the updated third hot clip is 10:00: 05~10:00:34.

最後,熱點偵測模組23依據第三熱點(10:00:05)、第三熱門片段(10:00:05~10:00:34)、第三熱點熱度指數(10)及第三區間熱度指數(14)產生具有第三熱點之熱門片段資訊,進而透過頻道串流播放模組24將具有第三熱點之熱門片段資訊提供給使用端裝置D1~D10,D91~D100。 Finally, the hotspot detection module 23 is based on the third hotspot (10:00:05), the third hotspot segment (10:00:05~10:00:34), the third hotspot heat index (10) and the third interval The popularity index (14) generates the hot segment information with the third hot spot, and then provides the hot segment information with the third hot spot to the user-end devices D1~D10, D91~D100 through the channel streaming module 24.

圖5係為本發明之直播頻道之熱門片段即時偵測方法流程圖,且此直播頻道之熱門片段即時偵測之方法流程之主要內容如下,其餘內容相同於上述圖1以及第一實施例至第三實施例說明,於此不再重覆敘述,其中,該方法流程包含下列步驟S51至步驟S54。 Fig. 5 is the flow chart of the hot segment real-time detection method of the live channel of the present invention, and the main content of the method process of the hot segment real-time detection of the live channel is as follows, the rest of the content is the same as above-mentioned Fig. 1 and the first embodiment to The description of the third embodiment is not repeated here, wherein the method flow includes the following steps S51 to S54.

於步驟S51中,複數使用端裝置10依據平台端裝置20所提供的一互動紀錄蒐集規範(或可進一步依據一電子節目表)分別蒐集複數用戶在觀看直播頻道之回播時所產生之複數互動紀錄資料(如回看播放紀錄),並回傳複數互動紀錄資料給平台端裝置20。 In step S51, multiple user devices 10 respectively collect multiple interactions generated by multiple users when watching the rebroadcast of the live channel according to an interaction record collection specification provided by the platform device 20 (or further according to an electronic program table) Record data (such as reviewing playback records), and return multiple interactive record data to the platform device 20.

於步驟S52中,平台端裝置20接收來自複數使用端裝置10傳送之複數互動紀錄資料,以依據複數互動紀錄資料計算出具有熱點之熱門片段資訊。 In step S52 , the platform device 20 receives the multiple interaction record data transmitted from the multiple user-end devices 10 , and calculates the hot clip information with hotspots according to the multiple interaction record data.

於步驟S53中,平台端裝置20將具有熱點之熱門片段資訊回傳至複數使用端裝置10,以使複數使用端裝置10依據具有熱點之熱門片段資訊提供熱點及熱門片段給複數用戶。 In step S53, the platform device 20 returns the hot segment information with hotspots to the plurality of client devices 10, so that the plurality of client devices 10 provide hotspots and popular segments to the plurality of users according to the hot segment information with hotspots.

於步驟S54中,複數使用端裝置10再依據互動紀錄蒐集規範(或可進一步依據電子節目表)分別蒐集複數用戶在觀看直播頻道之回播、熱點及熱門片段時所產生之複數互動紀錄資料(如回看播放紀錄及熱點播放紀錄),亦回傳複數互動紀錄資料給平台端裝置20,再執行步驟S52。 In step S54, the plurality of user devices 10 collect the plurality of interactive record data ( (for example, reviewing playback records and hotspot playback records), return multiple interactive record data to the platform device 20, and then execute step S52.

此外,本發明還揭示一種電腦可讀媒介,係應用於具有處理器(例如,CPU、GPU等)及/或記憶體的計算裝置或電腦中,且儲存有指令,並可利用此計算裝置或電腦透過處理器及/或記憶體執行此電腦可讀媒介,以於執行此電腦可讀媒介時執行上述之方法及各步驟。 In addition, the present invention also discloses a computer-readable medium, which is applied to a computing device or computer having a processor (for example, CPU, GPU, etc.) and/or memory, and stores instructions, and can be used by this computing device or The computer executes the computer-readable medium through the processor and/or memory, so as to execute the above-mentioned method and each step when executing the computer-readable medium.

綜上所述,本發明之直播頻道之熱門片段即時偵測系統、方法及其電腦可讀媒介,係透過將直播頻道之內容切分為複數分時區間,以依據複數用戶於複數分時區間中觀看直播頻道之回播、熱點或熱門片段所產生之互動紀錄資料(如回看播放紀錄或熱點播放紀錄),進而精準且即時地計算出具有熱點之熱門片段資訊,或是更新具有熱點之熱門片段資訊,故相較於只能於直播播放結束後,由人為標記或剪輯熱點及熱門片段之現有技術,本發明更精準且即時地提供熱點及熱門片段,可提高用戶收視直播頻道時的互動性與娛樂性體驗,及強化影視內容的行銷與分享的即時性,並減少系統資源的浪費。 To sum up, the system, method and computer-readable medium for real-time detection of popular segments of a live broadcast channel according to the present invention divide the content of the live broadcast channel into multiple time-sharing intervals, so that multiple users in the multiple time-sharing intervals can Interaction record data generated by watching live channel replays, hotspots or popular clips (such as review playback records or hotspot play records), and then accurately and real-time calculate hot clip information with hotspots, or update hotspots Hot segment information, so compared to the existing technology that can only manually mark or edit hot spots and popular segments after the live broadcast ends, the present invention provides hot spots and popular segments more accurately and in real time, which can improve the user's viewing experience when watching live channels. Interactive and entertaining experience, and strengthen the immediacy of marketing and sharing of film and television content, and reduce the waste of system resources.

此外,本發明之直播頻道之熱門片段即時偵測系統、方法及其電腦可讀媒介,係具備下列優點或技術功效。 In addition, the system, method and computer-readable medium for real-time detection of popular segments of live broadcast channels of the present invention have the following advantages or technical effects.

一、本發明可即時地依據複數用戶回看直播頻道所產生的互動紀錄資料(數據)之回看播放紀錄,以偵測出直播頻道之內容中的熱點及熱門片段,進而提供給複數用戶,俾提高用戶的收視直播頻道時的互動性與娛樂性體驗。 1. The present invention can detect the hotspots and popular clips in the content of the live channel based on the playback records of the interactive record data (data) generated by multiple users watching the live channel in real time, and then provide them to multiple users, In order to improve the user's interactive and entertaining experience when watching live channels.

二、本發明更可即時地依據用戶觀看熱點及熱門片段所產生的互動紀錄資料(數據)之熱點播放紀錄,或是用戶標記或分享熱點及熱門片段所產生的互動紀錄資料(數據)之熱點及熱門片段之標記或分享紀錄,進而透過迭代式地優化過去的具有熱點之熱門片段資訊之偵測結果,並提供更新後具有熱點之熱門片段資訊給複數用戶。 2. The present invention can play records in real time according to the hotspots of the interactive record data (data) generated by users viewing hotspots and popular clips, or the hotspots of the interactive record data (data) generated by users marking or sharing hotspots and popular clips And mark or share records of popular clips, and then iteratively optimize the detection results of past hot clip information with hot spots, and provide updated hot clip information to multiple users.

三、本發明更依據複數用戶之互動紀錄資料(數據)(如回看播放紀錄或熱點播放紀錄)以計算出複數用戶於各時間點觀看直播頻道之回播、熱點或熱門片段所產生之正向指標(如回播正向指標或熱點正向指標)及負向指標(如熱點正向指標),以準確地計算出各時間點之熱度指數,俾各時間點之熱度指數依據提供用戶最受歡迎的熱點及熱門片段。 3. The present invention is more based on the interaction record data (data) of multiple users (such as reviewing playback records or hot spot playback records) to calculate the positive results generated by multiple users watching rebroadcasts, hot spots or popular clips of live channels at various time points. Direct indicators (such as replay positive indicators or hot positive indicators) and negative indicators (such as hot positive indicators) to accurately calculate the popularity index at each time point, so that the popularity index at each time point can provide users with the most Popular hotspots and trending clips.

上述實施形態僅例示性說明本發明之原理及其功效,而非用於限制本發明。任何熟習此項技藝之人士均可在不違背本發明之精神及範疇下,對上述實施形態進行修飾與改變。因此,本發明之權利保護範圍應如申請專利範圍所列。 The above-mentioned embodiments are only illustrative to illustrate the principles and effects of the present invention, and are not intended to limit the present invention. Anyone skilled in the art can modify and change the above-mentioned embodiments without departing from the spirit and scope of the present invention. Therefore, the scope of protection of the rights of the present invention should be listed in the scope of the patent application.

1:直播頻道之熱門片段即時偵測系統 1: Real-time detection system for hot clips of live channels

10:使用端裝置 10: Use end device

11:互動紀錄處理模組 11: Interactive record processing module

12:推薦熱點取得模組 12: Recommended hotspot acquisition module

20:平台端裝置 20: Platform device

21:互動紀錄接收模組 21: Interactive record receiving module

22:儲存模組 22: Storage module

23:熱點偵測模組 23:Hot spot detection module

24:頻道串流播放模組 24: Channel Streaming Play Module

Claims (13)

一種直播頻道之熱門片段即時偵測系統,係包括:複數使用端裝置,係依據一互動紀錄蒐集規範所界定之複數分時區間,蒐集複數用戶在觀看一直播頻道之回播所產生之複數互動紀錄資料之複數回看播放紀錄,其中,該複數使用端裝置係依據該互動紀錄蒐集規範所界定之複數分時區間紀錄該複數回看播放紀錄中之回看播放起時;以及一平台端裝置,係通訊連接該複數使用端裝置,該平台端裝置接收來自該複數使用端裝置傳送之該複數回看播放紀錄,以依據該複數回看播放紀錄之複數回看播放起時計算出該複數分時區間之第一區間熱度指數,其中,當該平台端裝置判斷該複數分時區間之至少一者之第一區間熱度指數高於一區間門檻值時,該平台端裝置依據該複數回看播放紀錄之複數回看播放起時計算該複數分時區間之至少一者中該複數回看播放起時之第一熱度指數後,該平台端裝置再找出於該複數分時區間之至少一者中該複數回看播放起時之第一中位數,以將具有該第一中位數之該回看播放起時作為第一熱點及第一熱門片段之起時,且將該第一熱點之該第一熱度指數係作為第一熱點熱度指數,再使該平台端裝置找出該複數回看播放紀錄之複數回看播放訖時之第二中位數,以將具有該第二中位數之該回看播放訖時作為該第一熱門片段之訖時,俾由該平台端裝置依據該第一熱點、該第一熱門片段、該第一熱點熱度指數及該第一區間熱度指數產生具有該第一熱點之熱門片段資訊,其中,該複數使用端裝置蒐集該複數用戶在觀看該熱門片段資訊中之該第一熱點及該第一熱門片段所產生之該複數互動紀錄資料之複數熱點播放 紀錄,以提供給該平台端裝置,且由該平台端裝置依據該複數熱點播放紀錄之複數熱點播放起時計算出該分時區間之至少一者中該複數熱點播放起時之第二熱度指數,再依據該複數回看播放起時之第一熱度指數以及該複數熱點播放起時之第二熱度指數計算出第二區間熱度指數,其中,該平台端裝置再找出於該複數分時區間之至少一者中該複數回看播放起時及該複數熱點播放起時之第三中位數,以及找出該複數回看播放訖時及該複數熱點播放訖時之第四中位數,進而得到第二熱點、第二熱門片段、第二熱點熱度指數及該第二區間熱度指數,以產生具有該第二熱點之另一熱門片段資訊。 A real-time detection system for hot clips of a live channel, comprising: a plurality of user-end devices, collecting multiple interactions generated by a plurality of users watching a replay of a live channel according to a plurality of time-sharing intervals defined by an interaction record collection specification The multiple playback records of the record data, wherein the multiple user devices record the starting time of playback in the multiple playback records according to the multiple time intervals defined in the interactive record collection specification; and a platform device , is to communicate with the multiple user-end devices, the platform-side device receives the multiple playback records transmitted from the multiple user-end devices, and calculates the multiple time zones based on the multiple playback start times of the multiple playback records The heat index of the first interval between, wherein, when the platform device judges that the heat index of the first interval of at least one of the plurality of time-sharing intervals is higher than a threshold value of the interval, the platform device will review the playback record according to the plurality of time-sharing intervals After calculating the first popularity index in at least one of the multiple time-sharing intervals at the start of the playback of the multiple playbacks, the platform device then finds out the first popularity index in at least one of the multiple time-sharing intervals The first median of the playback start time of the plurality of playbacks, so that the playback start time with the first median is used as the start time of the first hot spot and the first hot segment, and the first hot spot The first popularity index is used as the first hotspot popularity index, and then the platform device is asked to find out the second median of the multiple playback playback records of the multiple playback records, so as to have the second median The playback end time of the review is used as the end time of the first popular clip, so that the platform device can generate a video with the following information based on the first hot spot, the first popular clip, the first hot spot popularity index, and the first interval popularity index. The hot clip information of the first hot spot, wherein the plurality of user-end devices collect the first hot spot in the hot clip information watched by the plurality of users and the multiple hot spots of the plurality of interactive record data generated by the first hot clip record, to provide to the platform device, and the platform device calculates the second heat index when the multiple hotspots start playing in at least one of the time-sharing intervals based on the multiple hotspots playing records of the multiple hotspots playing records, Then calculate the heat index of the second interval according to the first heat index when the multiple playback starts and the second heat index when the multiple hotspots start to play, wherein, the platform device finds the heat index between the multiple time-sharing intervals At least one of the third median of the multiple playback start time and the multiple hot spot playback start time, and find the fourth median of the multiple playback end time and the multiple hot spot playback end time, and then Obtaining the second hot spot, the second hot segment, the second hot spot popularity index, and the second interval popularity index, so as to generate another hot segment information with the second hot spot. 如請求項1所述之直播頻道之熱門片段即時偵測系統,其中,該複數使用端裝置依據該互動紀錄蒐集規範所界定之該複數分時區間,蒐集該複數用戶在觀看該熱門片段資訊中之該第一熱點及該第一熱門片段所產生之該複數互動紀錄資料之複數熱點播放紀錄。 The hot segment real-time detection system of the live channel as described in claim item 1, wherein the plurality of user-end devices collect the information of the plurality of users watching the hot segment according to the plurality of time-sharing intervals defined in the interaction record collection specification The multiple hotspot playback records of the multiple interactive record data generated by the first hotspot and the first popular segment. 如請求項2所述之直播頻道之熱門片段即時偵測系統,其中,該平台端裝置判斷該複數熱點播放紀錄中播放長度是否小於一指標門檻值,若該複數熱點播放紀錄之一部分的播放長度大於該指標門檻值,則將該複數熱點播放紀錄之該部分作為熱點正向指標,而若該複數熱點播放紀錄之另一部分的播放長度小於該指標門檻值,則將該複數熱點播放紀錄之該另一部分作為熱點負向指標。 The hot segment real-time detection system of the live channel as described in claim 2, wherein, the platform device judges whether the playback length of the plurality of hot playback records is less than an index threshold, if the playback length of a part of the plurality of hot playback records If it is greater than the threshold value of the indicator, the part of the multiple hotspot playback records will be used as a positive indicator of hotspots, and if the playback length of another part of the multiple hotspot playback records is less than the threshold value of the indicator, then the part of the multiple hotspot playback records The other part serves as a hotspot negative indicator. 如請求項1所述之直播頻道之熱門片段即時偵測系統,其中,該平台端裝置將該複數回看播放紀錄之該複數回看播放起時之第一熱度指數以及該複數熱點播放紀錄之該複數熱點播放起時之第二熱度指數進行累 加,以得到累加後之該複數回看播放起時及該複數熱點播放起時之熱度指數,再由該平台端裝置將該複數回看播放起時及該複數熱點播放起時之熱度指數進行加總,以得到該第二區間熱度指數。 The hot clip real-time detection system of the live channel as described in claim item 1, wherein the platform-side device is the first popularity index of the multiple playback records when the multiple playback records are played and the number of the multiple hotspot playback records The second popularity index when the multiple hotspots are played is accumulated Add, to obtain the accumulated heat index of the multiple replays and the multiple hotspots when they are played, and then the platform device performs the heat index of the multiple replays and the multiple hotspots when they are played Add up to get the heat index of the second interval. 如請求項1所述之直播頻道之熱門片段即時偵測系統,其中,該複數使用端裝置依據該互動紀錄蒐集規範傳送該複數用戶標記或分享該第一熱點及該第一熱門片段所產生之該複數互動紀錄資料之複數標記或分享紀錄至該平台端裝置,以使該平台端裝置將該複數標記或分享紀錄作為標記或分享正向指標,其中,該平台端裝置依據該複數標記或分享紀錄中該第一熱點或該第一熱門片段之起時之標記次數或分享次數計算出該第一熱點或該第一熱門片段之第三熱度指數,進而將該第三熱度指數累加回該第一熱度指數。 The hot segment real-time detection system of the live channel as described in claim item 1, wherein the plurality of user-end devices transmit the plurality of user marks or share the first hot spot and the first hot segment according to the interaction record collection specification The multiple mark or share record of the multiple interaction record data is sent to the platform device, so that the platform device will use the multiple mark or share record as a positive indicator of mark or share, wherein the platform device according to the multiple mark or share Calculate the third heat index of the first hot spot or the first popular clip based on the marking times or sharing times of the first hot spot or the first popular clip in the record, and then add the third heat index back to the first hot spot A popularity index. 如請求項1所述之直播頻道之熱門片段即時偵測系統,其中,該平台端裝置將該直播頻道之播放時間以一固定時間長度切割為連續的該複數分時區間,且對各該分時區間設定一唯一識別符,進而依據該複數分時區間設定該互動紀錄蒐集規範,以由該平台端裝置將該互動紀錄蒐集規範提供給該複數使用端裝置。 The real-time detection system for popular segments of the live channel as described in claim 1, wherein the platform device cuts the playing time of the live channel into a plurality of continuous time-division intervals with a fixed length of time, and for each of the divisions A unique identifier is set in the time interval, and then the interaction record collection specification is set according to the plurality of time-sharing intervals, so that the platform device provides the interaction record collection specification to the plurality of user-end devices. 一種直播頻道之熱門片段即時偵測方法,係包括:由複數使用端裝置依據一互動紀錄蒐集規範所界定之複數分時區間,蒐集複數用戶在觀看一直播頻道之回播所產生之複數互動紀錄資料之複數回看播放紀錄,以供該複數使用端裝置依據該互動紀錄蒐集規範所界定之複數分時區間紀錄該複數回看播放紀錄中之回看播放起時; 由一平台端裝置接收來自該複數使用端裝置傳送之該複數回看播放紀錄,以依據該複數回看播放紀錄之複數回看播放起時計算出該複數分時區間之第一區間熱度指數;當該平台端裝置判斷該複數分時區間之至少一者之第一區間熱度指數高於一區間門檻值時,由該平台端裝置依據該複數回看播放紀錄之複數回看播放起時計算該複數分時區間之至少一者中該複數回看播放起時之第一熱度指數後,令該平台端裝置找出於該複數分時區間之至少一者中該複數回看播放起時之第一中位數,以將具有該第一中位數之該回看播放起時作為第一熱點及第一熱門片段之起時,且將該第一熱點之該第一熱度指數作為第一熱點熱度指數;由該平台端裝置再找出該複數回看播放紀錄之複數回看播放訖時之第二中位數,以將具有該第二中位數之該回看播放訖時作為第一熱門片段之訖時,俾由該平台端裝置依據該第一熱點、該第一熱門片段、該第一熱點熱度指數及該第一區間熱度指數產生具有該第一熱點之熱門片段資訊;由該複數使用端裝置依據蒐集該複數用戶在觀看該熱門片段資訊中之該第一熱點及該第一熱門片段所產生之該複數互動紀錄資料之複數熱點播放紀錄,以提供給該平台端裝置;由該平台端裝置依據該複數熱點播放紀錄之複數熱點播放起時計算出該分時區間之至少一者中該複數熱點播放起時之第二熱度指數,再依據該複數回看播放起時之第一熱度指數及該複數熱點播放起時之第二熱度指數計算出第二區間熱度指數;以及 由該平台端裝置再找出於該複數分時區間之至少一者中該複數回看播放起時及該複數熱點播放起時之第三中位數,以及找出該複數回看播放訖時及該複數熱點播放訖時之第四中位數,進而得到第二熱點、第二熱門片段、第二熱點熱度指數及該第二區間熱度指數,以產生具有該第二熱點之另一熱門片段資訊。 A method for real-time detection of popular segments of a live channel, comprising: collecting multiple interactive records generated by multiple users watching a rebroadcast of a live channel by multiple user-end devices according to multiple time-sharing intervals defined by an interaction record collection specification The multiple playback records of the data are used for the multiple user devices to record the playback start time of the multiple playback records in the multiple time intervals defined in the interaction record collection specification; A platform-side device receives the multiple playback records transmitted from the multiple user-side devices, and calculates the first interval heat index of the multiple time-sharing intervals based on the multiple playback records of the multiple playback records; When the platform device judges that the heat index of the first interval of at least one of the plurality of time-sharing intervals is higher than a threshold value of the interval, the platform device calculates the plural number based on the multiple playback playback records of the multiple playback records. In at least one of the time-sharing intervals, after the first popularity index at the start of playback of the plurality of playbacks, the platform device is instructed to find the first popularity index at the start of playback of the plurality of playbacks in at least one of the plurality of time-sharing intervals. Median, use the playback start time with the first median as the first hot spot and the first hot segment start time, and the first popularity index of the first hot spot as the first hot spot popularity Index; the platform device then finds out the second median of the multiple playback completion times of the multiple playback playback records, so that the playback completion time with the second median is the first favorite The end time of the clip, so that the platform device can generate the hot clip information with the first hot spot according to the first hot spot, the first popular clip, the first hot spot popularity index and the first interval popularity index; The user-end device provides the platform-side device with multiple hotspot play records based on collecting the first hotspot in the hot segment information of the plurality of users and the plurality of interactive record data generated by the first hot segment; The platform device calculates the second popularity index of the plurality of hotspots in at least one of the time-sharing intervals based on the plurality of hotspots playing records, and then looks back at the first popularity of the plurality of hotspots when it starts playing Index and the second popularity index when the plurality of hotspots are played to calculate the second interval popularity index; and Then find out the third median of the multiple playback start times and the multiple hot spot playback start times in at least one of the multiple time-sharing intervals by the platform device, and find out the multiple playback end times And the fourth median of the multiple hotspots at the end of playing, and then get the second hotspot, the second hotspot segment, the second hotspot popularity index and the second interval popularity index to generate another hotspot with the second hotspot Information. 如請求項7所述之直播頻道之熱門片段即時偵測方法,更包括由該複數使用端裝置依據該互動紀錄蒐集規範所界定之該複數分時區間,蒐集該複數用戶在觀看該熱門片段資訊中之該第一熱點及該第一熱門片段所產生之該複數互動紀錄資料之複數熱點播放紀錄。 The method for real-time detection of hot clips in live channels as described in claim item 7 further includes collecting information on the hot clips watched by the multiple users in the multiple time-sharing intervals defined by the plurality of user-end devices according to the interaction record collection specification The multiple hotspot playback records of the multiple interactive record data generated by the first hotspot and the first popular clip. 如請求項8所述之直播頻道之熱門片段即時偵測方法,更包括由該平台端裝置判斷該複數熱點播放紀錄中播放長度是否小於一指標門檻值,以於該複數熱點播放紀錄之一部分的播放長度大於該指標門檻值,將該複數熱點播放紀錄之一部分作為熱點正向指標,而若該複數熱點播放紀錄之另一部分的播放長度小於該指標門檻值,則將該複數熱點播放紀錄之該另一部分作為熱點負向指標。 The method for real-time detection of popular clips on live channels as described in claim 8, further comprising judging by the platform device whether the playback length of the plurality of hot play records is less than an index threshold value, so as to play part of the plurality of hot play records If the playback length is greater than the threshold value of the indicator, one part of the multiple hotspot playback records will be used as a hotspot positive indicator; The other part serves as a hotspot negative indicator. 如請求項8所述之直播頻道之熱門片段即時偵測方法,更包括由該平台端裝置將該複數回看播放紀錄之該複數回看播放起時之第一熱度指數以及該複數熱點播放紀錄之該複數熱點播放起時之第二熱度指數進行累加,俾得到累加後之該複數回看播放起時及該複數熱點播放起時之熱度指數,再由該平台端裝置將該複數回看播放起時及該複數熱點播放起時之熱度指數進行加總,以得到該第二區間熱度指數。 The method for real-time detection of popular clips on a live channel as described in claim 8, further comprising the first popularity index at the start of playback of the multiple playback records of the multiple playback records by the platform device and the multiple hotspot playback records Accumulate the second popularity index of the multiple hotspots when they are played, so as to obtain the accumulated heat index of the multiple replays and the multiple hotspots when they are played, and then play the multiple replays by the platform device Add up the heat index at the start time and the start time of the multiple hotspots to obtain the second interval heat index. 如請求項7所述之直播頻道之熱門片段即時偵測方法,更包括由該複數使用端裝置依據該互動紀錄蒐集規範傳送該複數用戶標記或分享該第一熱點及該第一熱門片段所產生之該複數互動紀錄資料之複數標記或分享紀錄至該平台端裝置,以使該平台端裝置將該複數標記或分享紀錄作為標記或分享正向指標,其中,由該平台端裝置依據該複數標記或分享紀錄中該第一熱點或該第一熱門片段之起時之標記次數或分享次數計算出該第一熱點或該第一熱門片段之第三熱度指數,進而將該第三熱度指數累加回該第一熱度指數。 The method for real-time detection of hot clips in a live channel as described in Claim 7 further includes the plurality of user-end devices sending the plurality of user marks or sharing the first hot spot and the first hot clip according to the interaction record collection specification. The multiple tags or shared records of the multiple interaction record data are sent to the platform device, so that the platform device uses the multiple tags or shared records as tags or shared positive indicators, wherein, the platform device relies on the multiple tags Or calculate the third heat index of the first hot spot or the first hot clip from the marking times or sharing times of the first hot spot or the first popular clip in the sharing record, and then add the third heat index back to The first heat index. 如請求項7所述之直播頻道之熱門片段即時偵測方法,更包括由該平台端裝置將該直播頻道之播放時間以一固定時間長度切割為連續的該複數分時區間,且對各該分時區間設定一唯一識別符,進而依據該複數分時區間設定該互動紀錄蒐集規範,以使該平台端裝置將該互動紀錄蒐集規範提供給該複數使用端裝置。 The method for real-time detection of popular segments of live channels as described in claim item 7, further comprising cutting the playing time of the live channel by the platform device into a plurality of continuous time-division intervals with a fixed length of time, and for each of the A unique identifier is set in the time-sharing interval, and then the interaction record collection specification is set according to the plurality of time-sharing intervals, so that the platform device provides the interaction record collection specification to the plurality of user-end devices. 一種電腦可讀媒介,應用於計算裝置或電腦中,係儲存有指令,以執行如請求項7至12之任一者所述之直播頻道之熱門片段即時偵測方法。 A computer-readable medium, used in a computing device or a computer, stores instructions to execute the method for real-time detection of hot clips of a live channel as described in any one of claims 7 to 12.
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CN102710991A (en) * 2011-03-04 2012-10-03 索尼公司 Information processing apparatus, information processing method, and program
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