TWI637629B - Video stream delivering method and apparatus using the same - Google Patents
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Abstract
本發明提供一種影音串流派片方法及其裝置。前述方法包括:依據多個第一派片特徵值對多個影音串流終端設備派送多個第一影音串流;從前述影音串流終端設備收集多個使用者在預設時間區間內對於前述影音串流終端設備進行的多個點閱記錄;分析前述點閱記錄以找出多個第二派片特徵值;基於前述第二派片特徵值更新前述第一派片特徵值以產生多個更新派片特徵值;以及依據前述更新派片特徵值對前述影音串流終端設備派送多個第二影音串流。The invention provides a video stream distribution method and a device thereof. The foregoing method includes: transmitting a plurality of first video stream streams to the plurality of video stream terminal devices according to the plurality of first tile feature values; collecting a plurality of users from the video streaming terminal device in the preset time interval for the foregoing a plurality of point reading records performed by the video streaming terminal device; analyzing the foregoing point reading record to find a plurality of second party feature values; and updating the first piece feature value based on the second piece feature value to generate a plurality of Updating a tile feature value; and transmitting a plurality of second video streams to the aforementioned video stream terminal device according to the updated tile feature value.
Description
本發明是有關於一種影音串流派片方法及其裝置,且特別是有關於一種可透過學習功能更新派片策略的影音串流派片方法及其裝置。The present invention relates to a video stream distribution method and apparatus thereof, and more particularly to a video stream distribution method and apparatus for updating a party policy through a learning function.
目前線上多媒體隨選視訊(Multimedia on Demand,MOD)的影音串流派片系統已經可以收集網路協定電視(Internet Protocol Television,IPTV)系統中各視訊伺服器中用戶點閱資訊、也可依用戶點閱資訊並參考系統資訊來產生派片策略。然而,由於用戶的需求及觀看行為隨時會發生改變,原有的參數與特徵值又是給定的而不能及時改變,因此在經歷一段時間後,所有參數與特徵值可能已經不能符合使用者的需求現況。倘若要加以更動的話,管理人員又需研究一段時間才能找到適切的參數值與特徵值。更甚者,原有的參數與特徵值可能已完全不符合使用者的需求,因此勢必需要產生新的參數與特徵值才能切合現況。在此情況下,管理人員必須重新改版或是重新撰寫排程程式,曠日廢時。At present, the multimedia on-demand video (Multimedia on Demand, MOD) video streaming system has been able to collect information from users in each video server in the Internet Protocol Television (IPTV) system. Read the information and refer to the system information to generate a pie strategy. However, since the user's needs and viewing behavior change at any time, the original parameters and feature values are given and cannot be changed in time. Therefore, after a period of time, all parameters and feature values may not be consistent with the user. Demand status. If you want to change it, managers need to study for a while to find the appropriate parameter values and eigenvalues. What's more, the original parameters and eigenvalues may not meet the user's needs at all, so it is necessary to generate new parameters and eigenvalues to meet the current situation. In this case, the manager must re-edit or re-write the scheduler, which is a waste of time.
有鑑於此,本發明提供一種影音串流派片方法及其裝置,其可基於所收集的使用者點閱記錄而不斷地更新派片策略,使得使用者可優先看到最符合其觀賞偏好的影音串流。In view of this, the present invention provides a video streaming method and apparatus thereof, which can continuously update a party policy based on collected user click records, so that the user can preferentially see the video that best matches his viewing preferences. Streaming.
本發明提供一種影音串流派片方法,包括:依據多個第一派片特徵值對多個影音串流終端設備派送多個第一影音串流;從前述影音串流終端設備收集多個使用者在一預設時間區間內對於前述影音串流終端設備進行的多個點閱記錄;分析前述點閱記錄以找出多個第二派片特徵值;基於前述第二派片特徵值更新前述第一派片特徵值以產生多個更新派片特徵值;以及依據前述更新派片特徵值對前述影音串流終端設備派送多個第二影音串流。The present invention provides a video stream distribution method, including: transmitting a plurality of first video streams to a plurality of video stream terminal devices according to a plurality of first party feature values; collecting a plurality of users from the video stream terminal devices a plurality of point reading records for the foregoing video streaming terminal device in a predetermined time interval; analyzing the foregoing point reading record to find a plurality of second party feature values; and updating the foregoing based on the second piece feature value a slice feature value to generate a plurality of updated tile feature values; and a plurality of second video stream streams are sent to the aforementioned video stream terminal device according to the updated tile feature value.
另外,本發明亦提供一種影音串流派片裝置,包括儲存電路、收發器電路及處理器。儲存電路儲存多個模組。收發器電路連接多個影音串流終端設備。處理器連接前述儲存電路及前述收發器電路,存取前述模組以執行下列步驟:依據多個第一派片特徵值對前述影音串流終端設備派送多個第一影音串流;從前述影音串流終端設備收集多個使用者在一預設時間區間內對於前述影音串流終端設備進行的多個點閱記錄;分析前述點閱記錄以找出多個第二派片特徵值;基於前述第二派片特徵值更新前述第一派片特徵值以產生多個更新派片特徵值;以及依據前述更新派片特徵值對前述影音串流終端設備派送多個第二影音串流。In addition, the present invention also provides a video streaming chip device, including a storage circuit, a transceiver circuit and a processor. The storage circuit stores a plurality of modules. The transceiver circuit is connected to a plurality of video streaming terminal devices. The processor is connected to the storage circuit and the transceiver circuit, and accesses the module to perform the following steps: sending a plurality of first video streams to the video stream terminal device according to the plurality of first component feature values; The streaming terminal device collects a plurality of point reading records of the plurality of users for the foregoing video streaming terminal device in a preset time interval; analyzing the foregoing point reading record to find a plurality of second party feature values; The second tile feature value updates the first tile feature value to generate a plurality of updated tile feature values; and dispatches the plurality of second video stream streams to the aforementioned video stream terminal device according to the updated tile feature value.
基於上述,本發明提供一種影音串流派片方法及其裝置,其可對使用者在影音串流終端設備(例如MOD機上盒)的點閱記錄進行分析及學習,從而找出使用者偏好觀看的影音串流類型、時段、語言等特徵值,並據以更新派片策略以讓具有前述特徵值的影音串流優先顯示予使用者觀賞,使得使用者不需經由多次點選才能找到欲觀賞的影音串流。藉此,可改善使用者體驗。Based on the above, the present invention provides a video stream distribution method and a device thereof, which can analyze and learn a user's point-and-click record in a video streaming terminal device (for example, a MOD set-top box), thereby finding a user's preferred viewing. The feature stream type, time period, language and other feature values, and the patching strategy is updated to allow the video stream having the aforementioned feature value to be preferentially displayed to the user for viewing, so that the user does not need to click through multiple times to find the desired Watch the video stream. Thereby, the user experience can be improved.
為讓本發明的上述特徵和優點能更明顯易懂,下文特舉實施例,並配合所附圖式作詳細說明如下。The above described features and advantages of the invention will be apparent from the following description.
圖1是依據本發明之一實施例繪示的影音串流派片裝置與影音串流終端設備的示意圖。在本實施例中,影音串流派片裝置100包括儲存電路110、收發器電路120及處理器130。影音串流派片裝置100例如可設置於電信服務業者維護的多媒體內容傳輸平台上,並可用於決定多個影音串流終端設備20的派片策略,其中各影音串流終端設備20例如是佈建於多個使用者家中或類似場所中的MOD機上盒、IPTV裝置及/或OTT(over-the-top)裝置,但本發明可不限於此。FIG. 1 is a schematic diagram of a video streaming party device and a video stream terminal device according to an embodiment of the invention. In this embodiment, the video stream distribution device 100 includes a storage circuit 110, a transceiver circuit 120, and a processor 130. The video streaming device 100 can be configured, for example, on a multimedia content transmission platform maintained by a telecommunication service provider, and can be used to determine a distribution policy of a plurality of video streaming terminal devices 20, wherein each video streaming terminal device 20 is, for example, deployed. A MOD set-top box, an IPTV device, and/or an OTT (over-the-top) device in a plurality of users' homes or the like, but the present invention is not limited thereto.
儲存電路110例如是記憶體、硬碟或是其他任何可用於儲存資料的元件,而可用以記錄多個程式碼或模組。收發器電路120例如包括傳送器電路、接收器電路、類比至數位轉換器、數位至類比轉換器、低雜訊放大器、混波器、濾波器、阻抗匹配電路、傳輸線、功率放大器、一或多個天線電路及內部儲存媒介,用以令影音串流派片裝置100能夠與影音串流終端設備20進行有線或無線的訊號傳送或接收功能,但本發明可不限於此。The storage circuit 110 is, for example, a memory, a hard disk, or any other component that can be used to store data, and can be used to record a plurality of code codes or modules. The transceiver circuit 120 includes, for example, a transmitter circuit, a receiver circuit, an analog to digital converter, a digital to analog converter, a low noise amplifier, a mixer, a filter, an impedance matching circuit, a transmission line, a power amplifier, one or more The antenna circuit and the internal storage medium are used to enable the video streamer device 100 to perform a wired or wireless signal transmission or reception function with the video stream terminal device 20, but the present invention is not limited thereto.
處理器130耦接儲存電路110及收發器電路120。處理器120例如是一般用途處理器、特殊用途處理器、傳統的處理器、數位訊號處理器、多個微處理器(microprocessor)、一個或多個結合數位訊號處理器核心的微處理器、控制器、微控制器、特殊應用集成電路(Application Specific Integrated Circuit,ASIC)、場可程式閘陣列電路(Field Programmable Gate Array,FPGA)、任何其他種類的積體電路、狀態機、基於進階精簡指令集機器(Advanced RISC Machine,ARM)的處理器以及類似品。The processor 130 is coupled to the storage circuit 110 and the transceiver circuit 120. The processor 120 is, for example, a general purpose processor, a special purpose processor, a conventional processor, a digital signal processor, a plurality of microprocessors, one or more microprocessors combined with a digital signal processor core, and controls. , Microcontroller, Application Specific Integrated Circuit (ASIC), Field Programmable Gate Array (FPGA), any other kind of integrated circuit, state machine, based on advanced reduced instructions Advanced RISC Machine (ARM) processors and similar products.
圖2是依據本發明之一實施例繪示的影音串流派片方法流程圖。本實施例的方法可由圖1的影音串流派片裝置100執行,以下即搭配圖1所示的元件來說明本方法各步驟的細節。2 is a flow chart of a video streaming method according to an embodiment of the invention. The method of this embodiment can be performed by the video stream distribution device 100 of FIG. 1, and the details of the steps of the method will be described below with the components shown in FIG.
在步驟S210中,處理器130依據多個第一派片特徵值對多個影音串流終端設備20派送多個第一影音串流。在一實施例中,前述第一派片特徵值例如是管理人員依據原本的派片策略所初始設定的影片屬性、類別、語言等,例如喜劇片、動作片、兒童片、劇情片、恐怖片、綜藝節目、英語、日語、國語、台語等,但可不限於此。In step S210, the processor 130 dispatches a plurality of first video stream streams to the plurality of video stream terminal devices 20 according to the plurality of first tile feature values. In an embodiment, the first component feature value is, for example, a movie attribute, a category, a language, and the like initially set by an administrator according to an original party policy, such as a comedy movie, an action movie, a children movie, a drama movie, and a horror movie. , variety shows, English, Japanese, Mandarin, Taiwanese, etc., but not limited to this.
舉例而言,假設管理人員欲對各影音串流終端設備20派送英語的喜劇片,則管理人員可將「英語」及「喜劇片」作為前述第一派片特徵值,並據以向各影音串流終端設備20派送第一影音串流,而這些第一影音串流即會是具有「英語」及「喜劇片」等屬性的影音串流。舉另一例而言,假設管理人員欲對各影音串流終端設備20派送國語的綜藝節目,則管理人員可將「國語」及「綜藝節目」作為前述第一派片特徵值,並據以向各影音串流終端設備20派送第一影音串流,而這些第一影音串流即會是具有「國語」及「綜藝節目」等屬性的影音串流。For example, if a manager wants to send an English comedy movie to each video streaming terminal device 20, the manager can use "English" and "comedy film" as the first feature value of the first party, and according to the video. The streaming terminal device 20 delivers the first video stream, and the first video stream is a video stream having attributes such as "English" and "comedy". As another example, if the manager wants to deliver the variety program of the Mandarin language to each of the video streaming terminal devices 20, the manager can use "Mandarin" and "variety program" as the first feature value of the first party, and according to Each of the video streaming terminal devices 20 delivers a first video stream, and the first video stream stream is a video stream having attributes such as "Mandarin" and "variety show".
接著,在步驟S220中,處理器130從各影音串流終端設備20收集使用者在一預設時間區間內對於各影音串流終端設備20進行的多個點閱記錄。在不同實施例中,前述預設時間區間例如是數天、數週、數月,甚或長達數年。此外,前述點閱記錄例如可包括每個用戶每次使用MOD時的所有行為,其內容涵蓋開機時間、關機時間、在首頁停留時間、所選擇的頻道、所選擇的電影、所觀看的影片/節目的類型、何時看、看多久、有無快轉、有無回放等行為,但可不限於此。Next, in step S220, the processor 130 collects, from each of the video streaming terminal devices 20, a plurality of click recordings performed by the user for each of the video streaming terminal devices 20 within a predetermined time interval. In various embodiments, the aforementioned predetermined time interval is, for example, days, weeks, months, or even years. In addition, the aforementioned review record may include, for example, all behaviors each time the user uses the MOD, including the boot time, the shutdown time, the time spent on the home page, the selected channel, the selected movie, the viewed movie/ The type of program, when to watch, how long to watch, whether there is fast forwarding, whether there is playback, etc., but is not limited to this.
之後,在步驟S230中,處理器130分析前述點閱記錄以找出多個第二派片特徵值。在不同的實施例中,處理器130可基於多層神經網路、最鄰近法、簡單貝氏分類法、決策樹、支援向量機以及最新的深度學習等演算法來分析前述點閱記錄以找出(學習)第二派片特徵值,但可不限於此。具體而言,由於影音串流派片裝置100依據管理人員所制定的派片策略所派送的前述第一影音串流可能並不符合使用者的需求,因此使用者可能會自行找出所欲觀賞的影音串流來進行觀賞。在此情況下,處理器130即可藉由所收的點閱記錄來得知(學習)使用者偏好的影音串流的屬性、類別、語言等特徵值,亦即前述第二派片特徵值,但本發明可不限於此。Thereafter, in step S230, the processor 130 analyzes the aforementioned point-and-click record to find a plurality of second tile feature values. In various embodiments, the processor 130 may analyze the aforementioned point-and-click records based on a multi-layer neural network, nearest neighbor method, simple Bayesian classification, decision tree, support vector machine, and latest deep learning algorithms. (learning) the second feature value, but is not limited thereto. Specifically, since the first video stream delivered by the video streaming device 100 according to the dispatching strategy formulated by the manager may not meet the needs of the user, the user may find out what he wants to watch. Video streaming to watch. In this case, the processor 130 can learn (learn) the feature value, the category, the language, and the like of the video stream that the user prefers by using the received point-and-click record, that is, the second piece feature value. However, the invention is not limited thereto.
在步驟S240中,處理器130基於前述第二派片特徵值更新前述第一派片特徵值以產生多個更新派片特徵值,並接著在步驟S250中依據前述更新派片特徵值對各影音串流終端設備20派送多個第二影音串流。In step S240, the processor 130 updates the foregoing first tile feature value based on the foregoing second tile feature value to generate a plurality of updated tile feature values, and then, in step S250, the respective tile features according to the updated tile feature value. The streaming terminal device 20 delivers a plurality of second video streams.
藉此,本發明提出的影音串流派片方法及裝置可不斷地依據使用者的偏好而調整派片策略,以達到更佳的派片效果,從而能夠提供使用者更佳的使用體驗。Therefore, the video streaming method and apparatus provided by the present invention can continuously adjust the dispatching strategy according to the preference of the user, so as to achieve a better sending effect, thereby providing a better user experience.
在不同的實施例中,處理器130可基於不同的方式來進行步驟S240,以下即略以數個實施例來進行說明,但並非用以限制本發明可能的實施方式。In a different embodiment, the processor 130 may perform the step S240 according to different manners, which are described in the following several embodiments, but are not intended to limit the possible embodiments of the present invention.
實施例(1):在本實施例中,處理器130可取出第二派片特徵值的其中之一者(下稱特定特徵值),並判斷第一派片特徵值是否已包括此特定特徵值。若是,則處理器130將此特定特徵值忽略;若否,則處理器130將此特定特徵值新增至第一派片特徵值中以產生前述更新派片特徵值。Embodiment (1): In this embodiment, the processor 130 may take out one of the second tile feature values (hereinafter referred to as a specific feature value), and determine whether the first tile feature value includes the specific feature. value. If so, the processor 130 ignores the particular feature value; if not, the processor 130 adds the particular feature value to the first tile feature value to generate the updated tile feature value.
舉例而言,假設第一派片特徵值包括「喜劇片」、「動作片」及「兒童片」等屬性,而處理器130基於所收集的點閱記錄發現「劇情片」(即,第二派片特徵值)亦是使用者喜愛的屬性。在此情況下,由於前述第一派片特徵值並未包括「劇情片」,因此處理器130可將「劇情片」新增至前述第一派片特徵值以產生更新派片特徵值。此例中的更新派片特徵值即包括「喜劇片」、「動作片」、「兒童片」及「劇情片」。For example, assume that the first tile feature value includes attributes such as "comedy piece", "action piece", and "child piece", and the processor 130 finds a "drama piece" based on the collected point-reading record (ie, second The feature value of the tile is also a favorite attribute of the user. In this case, since the first feature feature value does not include a "drama", the processor 130 may add a "drama" to the first tile feature value to generate an updated tile feature value. The update feature feature values in this example include "comedy film", "action film", "child film" and "drama film".
之後,處理器130即可向各影音串流終端設備20派送具有「喜劇片」、「動作片」、「兒童片」及「劇情片」等屬性的第二影音串流,藉以向使用者提供更符合其偏好的影片。Then, the processor 130 can send a second video stream having attributes such as "comedy piece", "action piece", "child piece" and "drama piece" to each video streaming terminal device 20, thereby providing the user with the video stream. A movie that better matches its preferences.
另一方面,若處理器130基於所收集的點閱記錄所找出的第二派片特徵值已存在於第一派片特徵值中(例如「動作片」),則處理器130可直接將此第二派片特徵值忽略。On the other hand, if the second component feature value found by the processor 130 based on the collected click record is already present in the first tile feature value (eg, "action slice"), the processor 130 may directly This second fragment feature value is ignored.
實施例(2):在本實施例中,處理器130可取出第二派片特徵值的其中之一(以下同樣稱為特定特徵值),並判斷此特定特徵值與任一第一派片特徵值之間是否存在從屬關係,若是則依據此從屬關係將此特定特徵值加入第一派片特徵值以產生前述更新派片特徵值。Embodiment (2): In this embodiment, the processor 130 may take out one of the second tile feature values (hereinafter also referred to as a specific feature value), and determine the specific feature value and any of the first tiles. Whether there is a affiliation between the feature values, and if so, the specific feature value is added to the first tile feature value according to the affiliation to generate the updated tile feature value.
在不同的實施例中,管理人員可自行設定特徵值之間的從屬關係。為使此概念更為清楚,以下特提供一例輔以說明。In various embodiments, the administrator can set the affiliation between the feature values by himself. In order to make this concept clearer, an example is provided below for explanation.
請參照下表1及表2,其中表1例如包括初始設定的第一派片特徵值,而表2例如包括經由使用者的點閱記錄分析而得的第二派片特徵值。 <TABLE border="1" borderColor="#000000" width="85%"><TBODY><tr><td> 第一派片特徵值 </td><td> 次數 </td></tr><tr><td> 喜劇片 </td><td> 10020 </td></tr><tr><td> 動作片 </td><td> 3800 </td></tr><tr><td> 劇情片 </td><td> 4586 </td></tr></TBODY></TABLE>表1 <TABLE border="1" borderColor="#000000" width="85%"><TBODY><tr><td> 第二派片特徵值 </td><td> 次數 </td><td> 時段 </td><td> 次數 </td></tr><tr><td> 喜劇片 </td><td> 23020 </td><td> 7點-12點 </td><td> 16023 </td></tr><tr><td> 13點-18點 </td><td> 4230 </td></tr><tr><td> 19點-6點 </td><td> 2767 </td></tr><tr><td> 動作片 </td><td> 12800 </td><td> 7點-12點 </td><td> 875 </td></tr><tr><td> 13點-18點 </td><td> 7925 </td></tr><tr><td> 19點-6點 </td><td> 400 </td></tr><tr><td> 劇情片 </td><td> 54586 </td><td> 7點-12點 </td><td> 10123 </td></tr><tr><td> 13點-18點 </td><td> 4230 </td></tr><tr><td> 19點-6點 </td><td> 40233 </td></tr></TBODY></TABLE>表2 Please refer to Table 1 and Table 2 below, wherein Table 1 includes, for example, the initially set first tile feature value, and Table 2 includes, for example, a second tile feature value analyzed by the user's click record analysis. <TABLE border="1" borderColor="#000000" width="85%"><TBODY><tr><td> First dispatch feature value</td><td> times</td></tr ><tr><td> Comedy Movies</td><td> 10020 </td></tr><tr><td> Action Movies</td><td> 3800 </td></tr>< Tr><td> Drama Film</td><td> 4586 </td></tr></TBODY></TABLE> Table 1 <TABLE border="1" borderColor="#000000" width="85%"><TBODY><tr><td> Second feature value</td><td> times</td><td> Time period </td><td> times </td></tr><tr><td> comedy film</td><td> 23020 </td><td> 7:00-12 </td>< Td> 16023 </td></tr><tr><td> 13:18-18</td><td> 4230 </td></tr><tr><td> 19:00-6 /td><td> 2767 </td></tr><tr><td> Action Movies</td><td> 12800 </td><td> 7:00-11 </td><td> 875 </td></tr><tr><td> 13:18 </td><td> 7925 </td></tr><tr><td> 19:00-6 </td ><td> 400 </td></tr><tr><td> Drama Film</td><td> 54586 </td><td> 7:00 to -12</td><td> 10123 < /td></tr><tr><td> 13:18 </td><td> 4230 </td></tr><tr><td> 19:00-6 </td>< Td> 40233 </td></tr></TBODY></TABLE> Table 2
從表1僅可看出,喜劇片的觀看次數高於動作片及兒童片。然而,從表2(其可經由例如多層神經網路等演算法分析而得)可看出,其多出了時段「7點-12點」、「13點-18點」及「19點-6點」等第二派片特徵值。並且,表2還顯示了喜劇片在時段「7點-12點」中的播放次數較高,其可能反映出使用者在時段「7點-12點」較偏好點閱具有「喜劇片」屬性的影音串流來觀賞。因此,處理器130可將時段「7點-12點」視為從屬於「喜劇片」的特定特徵值,並據以派送第二影音串流。舉例而言,處理器130往後即可在時段「7點-12點」派送具有「喜劇片」屬性的影音串流予使用者,但本發明可不限於此。As can be seen from Table 1, the number of viewings of comedy films is higher than that of action movies and children's films. However, as can be seen from Table 2 (which can be analyzed by algorithms such as multi-layer neural networks), there are more time periods "7: -12", "13: -18" and "19" - 6 points" and other second feature values. Moreover, Table 2 also shows that the comedy film has a higher number of plays in the period "7:00 - 12 o'clock", which may reflect that the user has a "comedy piece" attribute in the time period "7 o'clock - 12 o'clock". The video stream is streamed for viewing. Therefore, the processor 130 can regard the time period "7 o'clock - 12 o't" as a specific feature value subordinate to the "comedy piece", and accordingly distribute the second video stream. For example, the processor 130 can forward the video stream having the "comedy piece" attribute to the user in the period "7 o'clock - 12 o'clock", but the present invention is not limited thereto.
同理,基於表2的內容,處理器130往後可在時段「13點-18點」派送具有「喜劇片」屬性的影音串流予使用者,並在時段「19點-6點」派送具有「劇情片」屬性的影音串流予使用者,但本發明可不限於此。Similarly, based on the contents of Table 2, the processor 130 can then deliver the video stream with the "comedy" attribute to the user during the time period "13: 18:00", and deliver it at the time "19:00-6". The video stream having the "drama" attribute flows to the user, but the present invention is not limited thereto.
此外,雖然以上將各時段視為從屬於影音串流類型(例如,喜劇片、動作片及劇情片等),但管理人員亦可自行依需求而調整時段與影音串流類型之間的從屬關係(例如將影音串流類型設定為從屬於時段)。In addition, although the above periods are regarded as subordinate to the video stream type (for example, comedy, action, and feature films, etc.), the manager can also adjust the affiliation between the time slot and the video stream type according to the needs. (For example, set the video stream type to the slave time period).
另一方面,若前述特定特徵值與任一第一派片特徵值之間未存在從屬關係,則處理器130可判斷第一派片特徵值是否已包括此特定特徵值,若是則將此特定特徵值忽略,反之則將此特定特徵值新增至第一派片特徵值。以下同樣提供一例輔以說明。On the other hand, if there is no affiliation between the specific feature value and any of the first tile feature values, the processor 130 may determine whether the first tile feature value includes the specific feature value, and if so, the specific The feature value is ignored, otherwise the specific feature value is added to the first tile feature value. An example of the same is provided below.
請參照下表3及表4,其中表3例如包括初始設定的第一派片特徵值,而表4例如包括經由使用者的點閱記錄分析而得的第二派片特徵值。 <TABLE border="1" borderColor="#000000" width="85%"><TBODY><tr><td> 第一派片特徵值 </td><td> 次數 </td></tr><tr><td> 動作片 </td><td> 19030 </td></tr><tr><td> 喜劇片 </td><td> 12800 </td></tr><tr><td> 恐怖片 </td><td> 9860 </td></tr></TBODY></TABLE>表3 <TABLE border="1" borderColor="#000000" width="85%"><TBODY><tr><td> 語言 </td><td> 第二派片特徵值 </td><td> 次數 </td></tr><tr><td> 國語 </td><td> 喜劇片 </td><td> 18123 </td></tr><tr><td> 台語 </td><td> 草根性 </td><td> 16123 </td></tr><tr><td> 國語 </td><td> 動作片 </td><td> 14230 </td></tr><tr><td> 國語 </td><td> 兒童片 </td><td> 12767 </td></tr><tr><td> 台語 </td><td> 綜藝類 </td><td> 4230 </td></tr><tr><td> 台語 </td><td> 動作片 </td><td> 2767 </td></tr></TBODY></TABLE>表4 Please refer to Table 3 below and Table 4, wherein Table 3 includes, for example, the first set of feature values of the initial settings, and Table 4 includes, for example, the second tile feature values analyzed by the user's click record analysis. <TABLE border="1" borderColor="#000000" width="85%"><TBODY><tr><td> First dispatch feature value</td><td> times</td></tr ><tr><td> Action Movies</td><td> 19030 </td></tr><tr><td> Comedy Movies</td><td> 12800 </td></tr>< Tr><td> horror film</td><td> 9860 </td></tr></TBODY></TABLE>Table 3 <TABLE border="1" borderColor="#000000" width="85%"><TBODY><tr><td> Language</td><td> Second Part Feature Value</td><td> Times</td></tr><tr><td> Mandarin </td><td> Comedy </td><td> 18123 </td></tr><tr><td> Taiwanese< /td><td> Grassroots</td><td> 16123 </td></tr><tr><td> Mandarin</td><td> Action Movies</td><td> 14230 </ Td></tr><tr><td> Mandarin</td><td> Children's Film</td><td> 12767 </td></tr><tr><td> Taiwanese</td> <td> Variety class</td><td> 4230 </td></tr><tr><td> Taiwanese</td><td> Action movie</td><td> 2767 </td> </tr></TBODY></TABLE> Table 4
從表3僅可看出,動作片的觀看次數高於喜劇片及恐怖片。然而,從表4可看出,其多出了語言「國語」及「台語」等第二派片特徵值。然而,與表2不同的是,語言與影音串流類型之間似乎並無明顯的從屬關係,而是並列的關係。並且,由於原本的第一派片特徵值未包括「國語」及「台語」等特定特徵值,因此處理器130可將「國語」及「台語」新增至前述第一派片特徵值。此例中的第一派片特徵值即包括「喜劇片」、「草根性」、「動作片」、「兒童片」、「劇情片」、「綜藝類」、「國語」及「台語」。As can be seen from Table 3, the number of views of the action movie is higher than that of the comedy film and the horror film. However, as can be seen from Table 4, the second feature values of the language "Mandarin" and "Taiwanese" are added. However, unlike Table 2, there seems to be no obvious affiliation between language and video stream types, but a parallel relationship. Moreover, since the original first feature value does not include specific feature values such as "Mandarin" and "Taiwanese", the processor 130 can add "Mandarin" and "Taiwanese" to the first feature value. . The first feature values in this example include "comedy film", "grassroot", "action film", "children", "drama", "variety", "Mandarin" and "Taiwanese". .
反之,若處理器130所學習到的特定特徵值是「喜劇片」、「草根性」或其他已存在於第一派片特徵值中的成員時,處理器130可直接將其忽略。On the other hand, if the specific feature value learned by the processor 130 is "comedy", "grassroot" or other members already existing in the first feature value, the processor 130 can directly ignore it.
接著,處理器130可判斷第一派片特徵值的數量是否已達到一預設數量,若是則將第一派片特徵值的其中之一者刪除以產生更新派片特徵值。具體而言,當影音串流派片裝置100持續地學習並運作一段時間之後,其在派片時所考慮的派片特徵值將可能實質地包含所有可能的派片特徵值,如此將使得其派片策略如同虛設。有鑑於此,處理器130可在第一派片特徵值的數量達到一預設數量(例如是任意整數)時適時地刪除第一派片特徵值中的一或多者(例如是具有最低使用頻率的一或多者,但可不限於此),以產生更新派片特徵值。藉此,可令影音串流派片裝置100不斷地以最符合使用者偏好的派片策略來向使用者派送影音串流。Next, the processor 130 may determine whether the number of the first tile feature values has reached a predetermined number, and if so, delete one of the first tile feature values to generate an updated tile feature value. In particular, when the video streamer device 100 continuously learns and operates for a period of time, the tile feature value considered at the time of dispatching may substantially contain all possible tile feature values, which will cause it to be sent. The film strategy is like a dummy. In view of this, the processor 130 may delete one or more of the first tile feature values in time when the number of first tile feature values reaches a preset number (eg, an arbitrary integer) (eg, has a minimum usage) One or more of the frequencies, but not limited to this, to generate updated tile feature values. Thereby, the video streaming device 100 can continuously deliver the video stream to the user in a party policy that best matches the user's preference.
實施例(3):在本實施例中,影音串流終端設備20可被區分為對應於多個地區(例如一個國家的北部、中部、南部、各個省份、各個自治區、各個縣市等,但可不限於此)的多個設備群組,點閱記錄可被區分為對應於前述地區的多個記錄群組,前述第二派片特徵值被區分為對應於該些地區的多個特徵值群組。Embodiment (3): In this embodiment, the video streaming terminal device 20 can be distinguished to correspond to a plurality of regions (for example, north, central, south, provinces, autonomous regions, counties, and the like of a country, but The plurality of device groups, which are not limited thereto, the point record can be divided into a plurality of record groups corresponding to the foregoing region, and the second tile feature value is divided into a plurality of feature value groups corresponding to the regions group.
接著,處理器130可取出特徵值群組中的第一特徵值群組,其中此第一特徵值群組對應於設備群組後的第一設備群組(例如包括A省份中的影音串流終端設備20)。接著,處理器130可依據第一特徵值群組將第一派片特徵值更新為專屬於第一設備群組的多個第一更新特徵值(例如,「喜劇片」及「草根性」),其中第一更新特徵值包含於前述更新特徵值中。Then, the processor 130 may extract the first feature value group in the feature value group, where the first feature value group corresponds to the first device group after the device group (including, for example, the video stream in the A province) Terminal device 20). Then, the processor 130 may update the first tile feature value to the plurality of first update feature values (for example, "comedy piece" and "grassroot") of the first device group according to the first feature value group. Where the first updated feature value is included in the aforementioned updated feature value.
相似地,處理器130可取出特徵值群組中的第二特徵值群組,其中第二特徵值群組對應於設備群組後的第二設備群組(例如包括B省份中的影音串流終端設備20)。接著,處理器130可依據第二特徵值群組將第二派片特徵值更新為專屬於第二設備群組的多個第二更新特徵值(例如,「喜劇片」、「草根性」、「動作片」及「兒童片」),其中第二更新特徵值包含於前述更新特徵值中。Similarly, the processor 130 may extract the second feature value group in the feature value group, where the second feature value group corresponds to the second device group after the device group (for example, including the video stream in the B province) Terminal device 20). Then, the processor 130 may update the second tile feature value to a plurality of second update feature values specific to the second device group according to the second feature value group (eg, “comedy film”, “grassroot”, The "action piece" and the "child piece", wherein the second updated feature value is included in the updated feature value.
之後,處理器130即可依據第一更新特徵值對第一設備群組派送第二影音串流中的第一部分(例如具有「喜劇片」及「草根性」屬性的影音串流),並依據第二更新特徵值對第二設備群組派送第二影音串流中的第二部分(例如具有「喜劇片」、「草根性」、「動作片」及「兒童片」屬性的影音串流)。亦即,處理器130可基於分屬於A省份及B省份中的影音串流終端設備20的點閱記錄來個別找出A省份及B省份中的使用者偏好觀看的影音串流類型,並據以個別對A省份及B省份中的使用者決定最適合的派片策略。藉此,處理器130即可依據各地區使用者在觀看上的不同需求而派送相應的影音串流予其觀賞,從而改善使用者體驗。Afterwards, the processor 130 may send the first part of the second video stream (for example, the video stream having the "comedy piece" and the "grassroot" attribute) to the first device group according to the first updated feature value, and according to The second updated feature value sends a second portion of the second video stream to the second device group (eg, a video stream having "comedy", "grassroot", "action", and "child" attributes) . That is, the processor 130 may separately find the video stream type that the user in the A province and the B province prefers to watch based on the click recording records of the video streaming terminal device 20 belonging to the A province and the B province, and according to Individually determine the most appropriate placement strategy for users in Province A and Province B. In this way, the processor 130 can send a corresponding video stream to the viewer according to the different needs of the users in each region, thereby improving the user experience.
在其他實施例中,相關人員亦可依需求將上述省份改成縣市、自治區或其他類似的地理區域。In other embodiments, the relevant personnel may also change the above provinces into counties, municipalities, autonomous regions, or other similar geographic regions as needed.
綜上所述,本發明提供一種影音串流派片方法及其裝置,其可對使用者在影音串流終端設備(例如MOD機上盒)的點閱記錄進行分析及學習,從而找出使用者偏好觀看的影音串流類型、時段、語言等特徵值,並據以更新派片策略以讓具有前述特徵值的影音串流優先顯示予使用者觀賞,使得使用者不需經由多次點選才能找到欲觀賞的影音串流。藉此,可改善使用者體驗。In summary, the present invention provides a video and audio streaming method and apparatus thereof, which can analyze and learn a user's point-and-click record in a video streaming terminal device (for example, a MOD set-top box), thereby finding a user. The feature value of the video stream type, the time period, the language, and the like are preferred, and the party strategy is updated to preferentially display the video stream having the foregoing feature value to the user for viewing, so that the user does not need to click multiple times. Find the video stream you want to watch. Thereby, the user experience can be improved.
並且,本發明還可適時地去除不常使用的特徵值,以令影音串流派片裝置不斷地以最符合使用者偏好的派片策略來向使用者派送影音串流。此外,本發明還可對不同地區的使用者派送最符合該地區觀賞習慣的影音串流,使得各地區的使用者都能觀賞到符合其偏好的影音串流,而不會被其他地區使用者的觀賞偏好所影響。Moreover, the present invention can also remove infrequently used feature values in a timely manner, so that the video streamer device continuously delivers the video stream to the user in a tile policy that best matches the user's preference. In addition, the present invention can also distribute video and audio streams that best suit the viewing habits of the region to users in different regions, so that users in various regions can enjoy video streams that match their preferences without being used by users in other regions. The influence of viewing preferences.
雖然本發明已以實施例揭露如上,然其並非用以限定本發明,任何所屬技術領域中具有通常知識者,在不脫離本發明的精神和範圍內,當可作些許的更動與潤飾,故本發明的保護範圍當視後附的申請專利範圍所界定者為準。Although the present invention has been disclosed in the above embodiments, it is not intended to limit the present invention, and any one of ordinary skill in the art can make some changes and refinements without departing from the spirit and scope of the present invention. The scope of the invention is defined by the scope of the appended claims.
100‧‧‧影音串流派片裝置100‧‧‧Video streamer device
110‧‧‧儲存電路110‧‧‧Storage circuit
120‧‧‧收發器電路120‧‧‧ transceiver circuit
130‧‧‧處理器130‧‧‧Processor
20‧‧‧影音串流終端設備20‧‧‧Video Streaming Terminal Equipment
S210~S250‧‧‧步驟S210~S250‧‧‧Steps
圖1是依據本發明之一實施例繪示的影音串流派片裝置與影音串流終端設備的示意圖。 圖2是依據本發明之一實施例繪示的影音串流派片方法流程圖。FIG. 1 is a schematic diagram of a video streaming party device and a video stream terminal device according to an embodiment of the invention. 2 is a flow chart of a video streaming method according to an embodiment of the invention.
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US20170311023A1 (en) * | 2013-03-12 | 2017-10-26 | Time Warner Cable Enterprises Llc | Tv playlist |
CN107005744A (en) * | 2014-12-22 | 2017-08-01 | 夏普株式会社 | Content recommendation rating information |
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