WO2017206668A1 - Data analysis method, device, and system - Google Patents
Data analysis method, device, and system Download PDFInfo
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- WO2017206668A1 WO2017206668A1 PCT/CN2017/083299 CN2017083299W WO2017206668A1 WO 2017206668 A1 WO2017206668 A1 WO 2017206668A1 CN 2017083299 W CN2017083299 W CN 2017083299W WO 2017206668 A1 WO2017206668 A1 WO 2017206668A1
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N7/00—Television systems
- H04N7/14—Systems for two-way working
- H04N7/15—Conference systems
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N7/00—Television systems
- H04N7/14—Systems for two-way working
- H04N7/15—Conference systems
- H04N7/152—Multipoint control units therefor
Definitions
- the present invention relates to the field of communications, and in particular to a data analysis method, apparatus, and system.
- the function of the video conference is mainly used to provide the user with a video call service between two or more points, and the conference television service is mainly extended around the video call service.
- the conference television service is mainly extended around the video call service.
- FIG. 1 is a structural block diagram of a conventional video conference system in the related art.
- a conventional video conference system is composed of a terminal, a multi-point control unit (MCU), and a gatekeeper, and provides a user with Video calls between multiple points, but did not provide users with data analysis services, and did not consider the user's frequency of hardware use and software habits, and developed a special hardware device and software service system that fits the user.
- MCU multi-point control unit
- the embodiment of the invention provides a data analysis method, device and system, so as to solve at least the problem that the related technology cannot provide a more humanized and more comprehensive service for the user in the video conference system.
- a data analysis method including: acquiring conference data generated based on user behavior in a video conference system; performing data analysis on the conference data; and displaying the data analysis result in a specified form to user.
- the method further includes: adjusting a display interface of the video conference system according to the analysis result.
- the conference data includes: a hardware usage situation in the video conference system, and a usage record of the user on the video conference system.
- the method further includes:
- performing data analysis on the conference data including:
- the analyzed data is analyzed and the analysis results are obtained.
- grouping the filtered data including:
- the filtered data is grouped according to pre-configured conditions.
- the data analysis results are displayed to the user in a specified form, including:
- the data analysis result is displayed to the user in at least one of the following forms: icon, text, video.
- a data analysis apparatus comprising: an acquisition module configured to acquire conference data generated based on user behavior in a video conference system; and a data analysis module configured to set the conference data Perform data analysis; display module, set to display the data analysis result to the user in a specified form.
- a data analysis system including:
- the data analysis center is configured to obtain the conference data generated by the user behavior in the video conference system, and perform data analysis on the conference data, and then display the data analysis result to the user in a specified form.
- a data analysis apparatus comprising: a processor; a memory configured to store processor-executable instructions; wherein the processor, The method is configured to obtain the conference data generated by the user behavior in the video conference system, and after performing data analysis on the conference data, display the data analysis result to the user in a specified form.
- a computer storage medium is further provided, and the computer storage medium may store an execution instruction for performing the implementation of the data analysis method in the foregoing embodiment.
- the conference data generated based on the user behavior in the video conference system can be analyzed, and the analysis result is pushed to the user, and the above technical solution is used to solve the related technology, and the user cannot be provided more humanized and comprehensive.
- the problem of the service which enriches the functions of the video conferencing system, improves the user experience.
- FIG. 1 is a structural block diagram of a conventional video conference system in the related art
- FIG. 2 is a flow chart of a data analysis method according to an embodiment of the present invention.
- FIG. 3 is a block diagram showing the structure of a data analysis apparatus according to an embodiment of the present invention.
- FIG. 4 is a block diagram showing another structure of a data analyzing apparatus according to an embodiment of the present invention.
- FIG. 5 is a structural block diagram of a data analysis module 32 of a data analysis apparatus according to an embodiment of the present invention.
- FIG. 6 is a block diagram showing the structure of a data analysis device according to an example of the present invention.
- FIG. 7 is a block diagram of various modules of a data analysis system in accordance with an example of the present invention.
- FIG. 8 is a timing diagram of various modules of a system in accordance with a preferred embodiment of the present invention.
- FIG. 9 is a flow chart of a data analysis system in accordance with a preferred embodiment of the present invention.
- FIG. 10 is a geographical distribution diagram of a conference client in accordance with a preferred embodiment of the present invention.
- FIG. 2 is a flowchart of a data analysis method according to an embodiment of the present invention. As shown in FIG. 2, the process includes the following steps:
- Step S202 acquiring conference data generated based on user behavior in the video conference system
- Step S204 performing data analysis on the conference data
- step S206 the data analysis result is displayed to the user in a specified form.
- the conference data generated based on the user behavior in the video conference system can be analyzed, and the analysis result is pushed to the user, and the above technical solution is adopted to solve the related technology, and the user cannot be provided more humanized and comprehensive.
- the service problem has enriched the functions of the video conferencing system and improved the user experience.
- the embodiment of the present invention not only displays the analysis result to the user, but also adjusts the display interface of the video conference system according to the analysis result, for example, it can be used frequently for the user.
- the button is placed in a conspicuous position on the page, and the user's action combination is encapsulated on a button for one-time completion, which is not limited in the embodiment of the present invention.
- the conference data includes: hardware usage in the video conference system, and a usage record of the user on the video conference system, that is, the usage of various hardware (such as CPU, physical memory, and disk) in the current video conference system may be included.
- the usage of the video conferencing system by the user may include: usage records, user logs, meeting logs, device logs, and the like in the video conferencing system.
- the embodiment of the present invention after the analysis result includes that the usage of the hardware exceeds the usage threshold of the hardware, and the data analysis result is displayed to the user in a specified form, the embodiment of the present invention further provides the following solution: Hardware solution.
- the method may be implemented by filtering invalid data in the conference data, grouping the filtered data, and analyzing the grouped data.
- the above solution can be understood as: firstly, the invalid data (including garbage data, duplicate data, etc.) in the conference data is filtered out, and can be filtered into only the remaining metadata, and then the filtered conference data is displayed according to the user request. The content or the pre-configured conditions are grouped and analyzed, and the analyzed data is analyzed.
- the user may request to display the geographical distribution and the specific number of the video conference currently being executed, or may be Statistics and analysis of the network bandwidth, delay, throughput, jitter, and other network conditions of the user during a period of time, summarizing the overall stability and rate of the network used by the user, and often affecting the meeting due to poor network status.
- the data analysis result is displayed to the user in at least one of the following forms: icon, text, video.
- the embodiment of the present invention introduces the function of data analysis in a video conference, and achieves the capability of customizing services for users, providing users with real-time, high-value, all-round data analysis functions, and also targeting The user's usage habits, tailoring their own solutions.
- the method according to the above embodiment can be implemented by means of software plus a necessary general hardware platform, and of course, by hardware, but in many cases, the former is A better implementation.
- the technical solution of the present invention which is essential or contributes to the prior art, may be embodied in the form of a software product stored in a storage medium (such as ROM/RAM, disk,
- the optical disc includes a number of instructions for causing a terminal device (which may be a cell phone, a computer, a server, or a network device, etc.) to perform the methods of various embodiments of the present invention.
- a data analysis device is provided, which is used to implement the above-mentioned embodiments and preferred embodiments, and has not been described again.
- the term “module” may implement a combination of software and/or hardware of a predetermined function.
- the apparatus described in the following embodiments is preferably implemented in software, hardware, or a combination of software and hardware, is also possible and contemplated.
- FIG. 3 is a structural block diagram of a data analysis apparatus according to an embodiment of the present invention. As shown in FIG. 3, the apparatus includes:
- the obtaining module 30 is configured to acquire conference data generated by the user behavior in the video conference system
- the data analysis module 32 is configured to perform data analysis on the conference data
- the display module 34 is configured to display the data analysis result to the user in a specified form.
- the conference data generated based on the user behavior in the video conference system can be analyzed, and the analysis result is pushed to the user, and the above technical solution is adopted to solve the related technology, and the user cannot be provided more humanized.
- the full range of services has enriched the functionality of the video conferencing system and improved user experience.
- FIG. 4 is another structural block diagram of a data analysis apparatus according to an embodiment of the present invention.
- the apparatus further includes: an adjustment module 36, configured to perform, according to the analysis result, the video conference system.
- the display interface is adjusted.
- the apparatus when the analysis result includes that the usage of the hardware exceeds the usage threshold of the hardware, the apparatus further includes: a display module 38 configured to present a solution to the hardware to the user.
- the data analysis module 32 includes: a filtering unit 320 configured to filter invalid data in the conference data;
- the packet processing unit 322 is configured to perform grouping processing on the filtered data.
- the analyzing unit 324 is configured to analyze the grouped data to obtain an analysis result.
- the packet processing unit 322 is further configured to perform grouping processing on the filtered data according to content displayed by the user request, or perform grouping processing on the filtered data according to pre-configured conditions.
- FIG. 6 is a structural block diagram of a data analysis apparatus according to an example of the present invention. As shown in FIG. 6, the method includes:
- the data collection module 60 (corresponding to the acquisition module 30 in the above embodiment): the usage rate of the hardware through the user's usage record of the system, the data in the system database, the user log, the meeting log, the device log, and the loss of the system hardware. Wait for the data to be collected.
- the data analysis module 62 (corresponding to the data analysis module 32 of the above embodiment): first filters the collected data, filters out invalid, duplicate, garbage data, and then transfers the remaining metadata (a fine-grained According to the user's requirements or pre-configured conditions, the data will be analyzed and summarized, and the same kind of data will be sorted together and counted. Finally, the data will be analyzed twice, and the data will be valuable to the user. The result of the analysis, the user usage habits and the hardware usage rate and the loss rate of the device are refined, and the software system and the device solution for the user are analyzed and generated.
- the user requirements in the embodiment of the present invention may be different.
- the user group may also be a request for different geographical locations.
- the second analysis process in the embodiment of the present invention mainly performs error analysis on the classified data according to some existing error algorithms, so that the data is more Correct and complete, and then statistical analysis results, show the results of the analysis to the user.
- the data display module (corresponding to the display module 36 of the above embodiment) displays the user's solution and the data analysis result in various manners such as a chart, a text, a video, and the like, and provides a more intimate display for the user.
- a data analysis system including:
- the data analysis center is configured to obtain the conference data generated by the user behavior in the video conference system, and after analyzing the data of the conference data, the data analysis result is displayed to the user in a specified form.
- FIG. 7 is an interaction diagram of each module of the data analysis system according to an example of the present invention, as shown in FIG.
- the terminal 70 transmits the image of the user to the MCU 72, and then displays the image processed by the MCU 72 to the user 74.
- the MCU 72 is responsible for collecting video images of the respective terminals, and processing and distributing them to the respective terminals 70 in accordance with control commands.
- the conference television service system 78 provides a control operation interface for the administrator 80, distributes the commands of the administrator 80, and displays the results of the data analysis and the customized solution to the administrator.
- the Data Analysis Center 76 collects user and conference data from the MCU 72 and the conference television service system 78, and returns the analysis results to the MCU and the conference television service system for user reference and selection.
- a data analysis apparatus comprising: a processor; a memory configured to store processor executable instructions; wherein the processor is configured to acquire a video conference system, based on The conference data generated by the user behavior is analyzed by the data of the conference data, and the data analysis result is displayed to the user in a specified form.
- the original data is required to be accurate, large in volume, and comprehensive; since it is necessary to analyze valuable information that is valuable to the user from the massive data, it is required
- the data analysis method and the result direction have the correct processing; the data presentation and solution formulation, for the results of the data analysis, need to provide users with a good data representation and solutions that meet user habits.
- FIG. 8 is a timing diagram of various modules of a system in accordance with a preferred embodiment of the present invention. As shown in Figure 8:
- Step S802 The conference television service system is a management interface controlled by the administrator.
- the administrator sends a conference command to the MCU through the conference television service system.
- the MCU processes the request for the code stream installation control command sent by the terminal. It is then forwarded to each terminal.
- the conference TV service system records the operation track of the administrator.
- the MCU records information about the conference, usage of devices and software in the system, and memory usage.
- Step S804 the conference television service system and the MCU send the collected information to the data analysis center;
- Step S806 The data analysis center firstly filters the original data, performs initial analysis and classification on the filtered data, and then performs secondary refinement according to the user's requirements and habits, and finally displays the analysis result of the user data. And hardware solutions and software solutions that are compliant with the user's habits;
- Step S808 Finally, the terminal is closed, the conference is ended, and the data analysis process is ended.
- FIG. 9 is a flow chart of a data analysis system in accordance with a preferred embodiment of the present invention, as shown in FIG.
- Step S902 The conference television service system sends control information.
- Step S904 The original data is sent by the MCU and the conference television service system
- Step S906 determining whether data analysis is required, if necessary, proceeding to step S908, if not, proceeding to step S920;
- Step S908 Filter data
- Step S910 Perform a process of metadata analysis
- Step S912 Perform a process of analyzing the data
- Step S914 determining whether to provide a solution, if yes, go to step S916, if no, go to step S920;
- Step S916 displaying the determined solution
- Step S918 Display the analysis result to the user
- Step S920 The data analysis process ends.
- the technical solution of the preferred embodiment of the present invention is directed to user usage data, frequency of use of hardware, and soft The habits of the pieces are considered to develop tailor-made hardware devices, software service systems and data analysis services that are suitable for the user.
- the MCU monitors the digital signal processing (Digital Signal Processing, DSP for short) in the system, monitors the CPU usage rate, and sends the data with excessive CPU usage to the data analysis center.
- the system, the analysis center will record and mark the software of the high-usage software type according to the fluctuation of the data in a period of time; the MCU will also track the physical memory and disk resource usage of the system during the meeting, if If the physical memory usage continues to be too high and the disk capacity usage rate is higher than 90%, it will be reported to the data analysis center.
- the analysis center will compare and sort the data for a period of time, which is higher than the dangerous threshold and will be recorded and Marking; MCUs can monitor and mark hardware resources and usage in the system in a variety of ways.
- the data analysis center When the amount of data reaches saturation, the data analysis center will summarize the hardware that is vulnerable, over-used, and high-performance (such as Video Processing Unit (VPU)) based on the record and markup of hardware usage.
- VPU Video Processing Unit
- the DSP usage is too high, the physical memory of the system is higher than 90%, the fan speed is too low, the temperature continues to be too high, etc.), and the hardware with low frequency and low load is analyzed, and finally the user is analyzed according to the analyzed data.
- VPU Video Processing Unit
- the conference TV service system records the user's operation behavior (such as the number of times the user clicks a button, the number of times a certain function is used, the habitual action combination during a meeting, etc.) Record the user's work log and send it to the data analysis center.
- the analysis center will model and verify the user's behavior.
- the user's behavior habits are summarized, and the buttons frequently used by the user are placed in a convenient and obvious position on the page; the action combination of the user is packaged to provide a one-click conference, management, and conference service; You can also choose your favorite page theme and operating environment and other services to provide users with their own software solutions.
- FIG. 10 is a geographical distribution diagram of the conference client according to a preferred embodiment of the present invention. As shown in FIG. 10, the geographical distribution of the meeting customers and the number of customers in each region are displayed.
- the embodiments of the present invention achieve the following technical effects: solving the problem that the related art cannot provide a more humanized and more comprehensive service for the user in the video conference system, thereby enriching the functions of the video conference system. Increased user experience.
- Embodiments of the present invention also provide a storage medium.
- the foregoing storage medium may be configured to store program code for performing the following steps:
- the data analysis result is displayed to the user in a specified form.
- the foregoing storage medium may include, but is not limited to: a USB flash drive, only A medium that can store program code, such as a read-only memory (ROM), a random access memory (RAM), a removable hard disk, a magnetic disk, or an optical disk.
- ROM read-only memory
- RAM random access memory
- removable hard disk such as a hard disk, a magnetic disk, or an optical disk.
- modules or steps of the present invention described above can be implemented by a general-purpose computing device that can be centralized on a single computing device or distributed across a network of multiple computing devices. Alternatively, they may be implemented by program code executable by the computing device such that they may be stored in the storage device by the computing device and, in some cases, may be different from the order herein.
- the steps shown or described are performed, or they are separately fabricated into individual integrated circuit modules, or a plurality of modules or steps thereof are fabricated as a single integrated circuit module.
- the invention is not limited to any specific combination of hardware and software.
- the conference data generated based on the user behavior in the video conference system can be analyzed, and the analysis result is pushed to the user, and the above technical solution is used to solve the related technology, and the user cannot be provided more humanized and comprehensive.
- the problem of the service which enriches the functionality of the video conferencing system.
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Abstract
The invention provides a data analysis method, device, and system. The method comprises: acquiring conference data generated on the basis of a user behavior and in a video conference system; analyzing the conference data; and displaying, in a specified form, and to a user, a data analysis result. The technical solution is employed to resolve a problem of inability of providing a more personalized and complete service in a conventional video conference system, thereby enriching functions of a video conference system, and enhancing user experience.
Description
本发明涉及通信领域,具体而言,涉及一种数据分析方法及装置、系统。The present invention relates to the field of communications, and in particular to a data analysis method, apparatus, and system.
在传统的视频会议系统中,视频会议的功能主要用于为用户提供两点或者多点之间视频通话的服务,会议电视的业务也主要围绕视频通话服务进行扩展。然而,随着技术的进步和用户使用习惯的改变,单纯的提供视频通话已不能满足用户的需求,用户需要更加细粒度、全方位的服务。In the traditional video conferencing system, the function of the video conference is mainly used to provide the user with a video call service between two or more points, and the conference television service is mainly extended around the video call service. However, with the advancement of technology and changes in user habits, simply providing video calls can no longer meet the needs of users, and users need more granular and comprehensive services.
图1为相关技术中传统的视频会议系统的结构框图,如图1所示,传统的视频会议系统由终端、多点控制单元(Multipiont Control Unit,简称为MCU)、网守组成,为用户提供多点之间的视频通话,但是没有为用户提供数据分析服务,也没有将用户对硬件使用的频率和软件的习惯加以考虑,制定出符合适合用户的特制硬件设备、软件服务系统。1 is a structural block diagram of a conventional video conference system in the related art. As shown in FIG. 1 , a conventional video conference system is composed of a terminal, a multi-point control unit (MCU), and a gatekeeper, and provides a user with Video calls between multiple points, but did not provide users with data analysis services, and did not consider the user's frequency of hardware use and software habits, and developed a special hardware device and software service system that fits the user.
针对相关技术中,在视频会议系统中,无法为用户提供更人性化更全方位的服务的问题,尚未提出有效的解决方案。In the related art, in the video conferencing system, it is impossible to provide users with more humanized and more comprehensive services, and an effective solution has not been proposed yet.
发明内容Summary of the invention
本发明实施例提供了一种数据分析方法及装置、系统,以至少解决相关技术中在视频会议系统中,无法为用户提供更人性化更全方位的服务的问题。The embodiment of the invention provides a data analysis method, device and system, so as to solve at least the problem that the related technology cannot provide a more humanized and more comprehensive service for the user in the video conference system.
根据本发明的一个实施例,提供了一种数据分析方法,包括:获取视频会议系统中,基于用户行为产生的会议数据;对所述会议数据进行数据分析;将数据分析结果以指定形式显示给用户。According to an embodiment of the present invention, a data analysis method is provided, including: acquiring conference data generated based on user behavior in a video conference system; performing data analysis on the conference data; and displaying the data analysis result in a specified form to user.
可选地,对所述会议数据进行数据分析之后,所述方法还包括:根据分析结果对所述视频会议系统的显示界面进行调整。
Optionally, after performing data analysis on the conference data, the method further includes: adjusting a display interface of the video conference system according to the analysis result.
可选地,所述会议数据包括:所述视频会议系统中的硬件使用情况、用户对所述视频会议系统的使用记录。Optionally, the conference data includes: a hardware usage situation in the video conference system, and a usage record of the user on the video conference system.
可选地,在所述分析结果包括有硬件的使用情况超过该硬件的使用阈值时,将数据分析结果以指定形式显示给用户之后,所述方法还包括:Optionally, after the analysis result includes that the usage of the hardware exceeds the usage threshold of the hardware, after the data analysis result is displayed to the user in a specified form, the method further includes:
向所述用户展示对所述硬件的解决方案。Presenting the solution to the hardware to the user.
可选地,对所述会议数据进行数据分析,包括:Optionally, performing data analysis on the conference data, including:
将所述会议数据中无效数据进行过滤;Filtering invalid data in the conference data;
对过滤后的数据进行分组处理;Grouping the filtered data;
对分组后的数据进行分析得到分析结果。The analyzed data is analyzed and the analysis results are obtained.
可选地,对过滤后的数据进行分组处理,包括:Optionally, grouping the filtered data, including:
根据用户请求显示的内容对过滤后的数据进行分组处理;或者Filtering the filtered data according to the content displayed by the user request; or
根据预先配置的条件对过滤后的数据进行分组处理。The filtered data is grouped according to pre-configured conditions.
可选地,将数据分析结果以指定形式显示给用户,包括:Optionally, the data analysis results are displayed to the user in a specified form, including:
将所述数据分析结果通过至少以下形式之一显示给所述用户:图标、文字、视频。The data analysis result is displayed to the user in at least one of the following forms: icon, text, video.
根据本发明的另一个实施例,还提供了一种数据分析装置,包括:获取模块,设置为获取视频会议系统中,基于用户行为产生的会议数据;数据分析模块,设置为对所述会议数据进行数据分析;显示模块,设置为将数据分析结果以指定形式显示给用户。According to another embodiment of the present invention, there is further provided a data analysis apparatus, comprising: an acquisition module configured to acquire conference data generated based on user behavior in a video conference system; and a data analysis module configured to set the conference data Perform data analysis; display module, set to display the data analysis result to the user in a specified form.
根据本发明的另一个实施例,还提供了一种数据分析系统,包括:According to another embodiment of the present invention, a data analysis system is further provided, including:
数据分析中心,设置为获取视频会议系统中,基于用户行为产生的会议数据,对所述会议数据进行数据分析之后,将数据分析结果以指定形式显示给用户。The data analysis center is configured to obtain the conference data generated by the user behavior in the video conference system, and perform data analysis on the conference data, and then display the data analysis result to the user in a specified form.
根据本发明的另一个实施例,还提供了一种数据分析装置,其中,包括:处理器;设置为存储处理器可执行指令的存储器;其中,所述处理器,
设置为获取视频会议系统中,基于用户行为产生的会议数据,对所述会议数据进行数据分析之后,将数据分析结果以指定形式显示给用户。According to another embodiment of the present invention, there is further provided a data analysis apparatus, comprising: a processor; a memory configured to store processor-executable instructions; wherein the processor,
The method is configured to obtain the conference data generated by the user behavior in the video conference system, and after performing data analysis on the conference data, display the data analysis result to the user in a specified form.
在本发明实施例中,还提供了一种计算机存储介质,该计算机存储介质可以存储有执行指令,该执行指令用于执行上述实施例中的数据分析方法的实现。In the embodiment of the present invention, a computer storage medium is further provided, and the computer storage medium may store an execution instruction for performing the implementation of the data analysis method in the foregoing embodiment.
通过本发明实施例,能够对视频会议系统中基于用户行为产生的会议数据分析,并将分析结果推送给用户,采用上述技术方案,解决了相关技术中,无法为用户提供更人性化更全方位的服务的问题,进而丰富了视频会议系统的功能,提升了用户体验度。Through the embodiment of the present invention, the conference data generated based on the user behavior in the video conference system can be analyzed, and the analysis result is pushed to the user, and the above technical solution is used to solve the related technology, and the user cannot be provided more humanized and comprehensive. The problem of the service, which enriches the functions of the video conferencing system, improves the user experience.
此处所说明的附图用来提供对本发明的进一步理解,构成本申请的一部分,本发明的示意性实施例及其说明用于解释本发明,并不构成对本发明的不当限定。在附图中:The drawings described herein are intended to provide a further understanding of the invention, and are intended to be a part of the invention. In the drawing:
图1为相关技术中传统的视频会议系统的结构框图;1 is a structural block diagram of a conventional video conference system in the related art;
图2是根据本发明实施例的数据分析方法的流程图;2 is a flow chart of a data analysis method according to an embodiment of the present invention;
图3是根据本发明实施例的数据分析装置的结构框图;3 is a block diagram showing the structure of a data analysis apparatus according to an embodiment of the present invention;
图4是根据本发明实施例的数据分析装置的另一结构框图;4 is a block diagram showing another structure of a data analyzing apparatus according to an embodiment of the present invention;
图5是根据本发明实施例的数据分析装置的数据分析模块32的结构框图;FIG. 5 is a structural block diagram of a data analysis module 32 of a data analysis apparatus according to an embodiment of the present invention;
图6为根据本发明示例的数据分析装置的结构框图;6 is a block diagram showing the structure of a data analysis device according to an example of the present invention;
图7为根据本发明示例的数据分析系统的各个模块交互图;7 is a block diagram of various modules of a data analysis system in accordance with an example of the present invention;
图8是根据本发明优选实施例的系统的各个模块时序图;8 is a timing diagram of various modules of a system in accordance with a preferred embodiment of the present invention;
图9为根据本发明优选实施例的数据分析系统的流程图;9 is a flow chart of a data analysis system in accordance with a preferred embodiment of the present invention;
图10为根据本发明优选实施例的会议客户的地理分布图。10 is a geographical distribution diagram of a conference client in accordance with a preferred embodiment of the present invention.
下文中将参考附图并结合实施例来详细说明本发明。需要说明的是,在不冲突的情况下,本申请中的实施例及实施例中的特征可以相互组合。The invention will be described in detail below with reference to the drawings in conjunction with the embodiments. It should be noted that the embodiments in the present application and the features in the embodiments may be combined with each other without conflict.
需要说明的是,本发明的说明书和权利要求书及上述附图中的术语“第一”、“第二”等是用于区别类似的对象,而不必用于描述特定的顺序或先后次序。It is to be understood that the terms "first", "second" and the like in the specification and claims of the present invention are used to distinguish similar objects, and are not necessarily used to describe a particular order or order.
在本实施例中提供了一种数据分析方法,图2是根据本发明实施例的数据分析方法的流程图,如图2所示,该流程包括如下步骤:In this embodiment, a data analysis method is provided. FIG. 2 is a flowchart of a data analysis method according to an embodiment of the present invention. As shown in FIG. 2, the process includes the following steps:
步骤S202,获取视频会议系统中,基于用户行为产生的会议数据;Step S202, acquiring conference data generated based on user behavior in the video conference system;
步骤S204,对会议数据进行数据分析;Step S204, performing data analysis on the conference data;
步骤S206,将数据分析结果以指定形式显示给用户。In step S206, the data analysis result is displayed to the user in a specified form.
通过上述各个步骤,能够对视频会议系统中基于用户行为产生的会议数据分析,并将分析结果推送给用户,采用上述技术方案,解决了相关技术中,无法为用户提供更人性化更全方位的服务的问题,进而丰富了视频会议系统的功能,提升了用户体验度。Through the above various steps, the conference data generated based on the user behavior in the video conference system can be analyzed, and the analysis result is pushed to the user, and the above technical solution is adopted to solve the related technology, and the user cannot be provided more humanized and comprehensive. The service problem has enriched the functions of the video conferencing system and improved the user experience.
在具体应用过程中,对会议数据进行数据分析之后,本发明实施例不仅将分析结果展示给用户,还可以根据分析结果对视频会议系统的显示界面进行调整,例如,可以对用户使用比较频繁的按钮放在页面比较显眼的位置,还可以是将用户很多的动作组合封装在一个按钮上进行一次性完成,本发明实施例对此不作限定。After the data analysis of the conference data is performed in the specific application process, the embodiment of the present invention not only displays the analysis result to the user, but also adjusts the display interface of the video conference system according to the analysis result, for example, it can be used frequently for the user. The button is placed in a conspicuous position on the page, and the user's action combination is encapsulated on a button for one-time completion, which is not limited in the embodiment of the present invention.
可选地,会议数据包括:视频会议系统中的硬件使用情况、用户对视频会议系统的使用记录,即可以包括当前视频会议系统中各种硬件(例如CPU、物理内存、磁盘)的使用情况,用户对视频会议系统的使用情况可以包括:视频会议系统中的使用记录、用户日志、开会日志、设备日志等。Optionally, the conference data includes: hardware usage in the video conference system, and a usage record of the user on the video conference system, that is, the usage of various hardware (such as CPU, physical memory, and disk) in the current video conference system may be included. The usage of the video conferencing system by the user may include: usage records, user logs, meeting logs, device logs, and the like in the video conferencing system.
在本发明实施例中,在分析结果包括有硬件的使用情况超过该硬件的使用阈值时,将数据分析结果以指定形式显示给用户之后,本发明实施例还提供了以下方案:向用户展示对硬件的解决方案。
In the embodiment of the present invention, after the analysis result includes that the usage of the hardware exceeds the usage threshold of the hardware, and the data analysis result is displayed to the user in a specified form, the embodiment of the present invention further provides the following solution: Hardware solution.
对于上述步骤S202的实现方式可以有多种,在一个可选示例中,可以通过如下方式实现:将会议数据中无效数据进行过滤;对过滤后的数据进行分组处理;对分组后的数据进行分析得到分析结果,上述方案可以理解为,先将会议数据中的无效数据(包括垃圾数据、重复数据等)过滤掉,可以过滤成只剩下元数据,然后把过滤后的会议数据根据用户请求显示的内容或者预先配置的条件进行分组处理,并对分组后的数据分析得到分析结果,在一个可选示例中,可以是用户请求显示当前正在执行视频会议的地理位置分布和具体数量,也可以对用户一段时期内开会的网络带宽、时延、吞吐量、抖动等网络状况进行统计和分析,总结出用户使用的网络整体的稳定性、速率,对由于网络状态不佳导致开会经常受到的影响,为给用户提供数据分析的结果和建议可以请求对某一刻和某一段时间内终端、MCU的资源闲置状况进行统计和分析,得出用户资源的闲置情况,为用户提供充分利用资源的建议(如会议的时间安排等),还可以请求预先配置显示视频会议系统中的使用情况。There may be multiple implementations of the foregoing step S202. In an optional example, the method may be implemented by filtering invalid data in the conference data, grouping the filtered data, and analyzing the grouped data. Obtaining the analysis result, the above solution can be understood as: firstly, the invalid data (including garbage data, duplicate data, etc.) in the conference data is filtered out, and can be filtered into only the remaining metadata, and then the filtered conference data is displayed according to the user request. The content or the pre-configured conditions are grouped and analyzed, and the analyzed data is analyzed. In an optional example, the user may request to display the geographical distribution and the specific number of the video conference currently being executed, or may be Statistics and analysis of the network bandwidth, delay, throughput, jitter, and other network conditions of the user during a period of time, summarizing the overall stability and rate of the network used by the user, and often affecting the meeting due to poor network status. To provide users with the results and recommendations of data analysis, please Statistics and analysis of the idleness of the resources of the terminal and the MCU at a certain moment and a certain period of time, and the idle situation of the user resources is obtained, and the user is provided with suggestions for making full use of resources (such as the scheduling of the conference, etc.), and may also request pre-configuration. Show usage in the video conferencing system.
可选地,将数据分析结果通过至少以下形式之一显示给用户:图标、文字、视频。Optionally, the data analysis result is displayed to the user in at least one of the following forms: icon, text, video.
综上所述,本发明实施例在视频会议中引入了数据分析的功能,达到了为用户定制性服务的能力,为用户提供实时性、高价值、全方位的数据分析功能,同时也会针对用户的使用习惯,为其量身定制属于自己的解决方案。In summary, the embodiment of the present invention introduces the function of data analysis in a video conference, and achieves the capability of customizing services for users, providing users with real-time, high-value, all-round data analysis functions, and also targeting The user's usage habits, tailoring their own solutions.
通过以上的实施方式的描述,本领域的技术人员可以清楚地了解到根据上述实施例的方法可借助软件加必需的通用硬件平台的方式来实现,当然也可以通过硬件,但很多情况下前者是更佳的实施方式。基于这样的理解,本发明的技术方案本质上或者说对现有技术做出贡献的部分可以以软件产品的形式体现出来,该计算机软件产品存储在一个存储介质(如ROM/RAM、磁碟、光盘)中,包括若干指令用以使得一台终端设备(可以是手机,计算机,服务器,或者网络设备等)执行本发明各个实施例的方法。
Through the description of the above embodiments, those skilled in the art can clearly understand that the method according to the above embodiment can be implemented by means of software plus a necessary general hardware platform, and of course, by hardware, but in many cases, the former is A better implementation. Based on such understanding, the technical solution of the present invention, which is essential or contributes to the prior art, may be embodied in the form of a software product stored in a storage medium (such as ROM/RAM, disk, The optical disc includes a number of instructions for causing a terminal device (which may be a cell phone, a computer, a server, or a network device, etc.) to perform the methods of various embodiments of the present invention.
实施例2Example 2
在本实施例中还提供了一种数据分析装置,该装置用于实现上述实施例及优选实施方式,已经进行过说明的不再赘述。如以下所使用的,术语“模块”可以实现预定功能的软件和/或硬件的组合。尽管以下实施例所描述的装置较佳地以软件来实现,但是硬件,或者软件和硬件的组合的实现也是可能并被构想的。In the embodiment, a data analysis device is provided, which is used to implement the above-mentioned embodiments and preferred embodiments, and has not been described again. As used below, the term "module" may implement a combination of software and/or hardware of a predetermined function. Although the apparatus described in the following embodiments is preferably implemented in software, hardware, or a combination of software and hardware, is also possible and contemplated.
图3是根据本发明实施例的数据分析装置的结构框图,如图3所示,该装置包括:FIG. 3 is a structural block diagram of a data analysis apparatus according to an embodiment of the present invention. As shown in FIG. 3, the apparatus includes:
获取模块30,设置为获取视频会议系统中,基于用户行为产生的会议数据;The obtaining module 30 is configured to acquire conference data generated by the user behavior in the video conference system;
数据分析模块32,设置为对会议数据进行数据分析;The data analysis module 32 is configured to perform data analysis on the conference data;
显示模块34,设置为将数据分析结果以指定形式显示给用户。The display module 34 is configured to display the data analysis result to the user in a specified form.
通过上述各个模块的综合作用,能够对视频会议系统中基于用户行为产生的会议数据分析,并将分析结果推送给用户,采用上述技术方案,解决了相关技术中,无法为用户提供更人性化更全方位的服务的问题,进而丰富了视频会议系统的功能,提升了用户体验度。Through the comprehensive function of each of the above modules, the conference data generated based on the user behavior in the video conference system can be analyzed, and the analysis result is pushed to the user, and the above technical solution is adopted to solve the related technology, and the user cannot be provided more humanized. The full range of services has enriched the functionality of the video conferencing system and improved user experience.
可选地,图4是根据本发明实施例的数据分析装置的另一结构框图,如图4所示,上述装置,还包括:调整模块36,设置为根据分析结果对所述视频会议系统的显示界面进行调整。Optionally, FIG. 4 is another structural block diagram of a data analysis apparatus according to an embodiment of the present invention. As shown in FIG. 4, the apparatus further includes: an adjustment module 36, configured to perform, according to the analysis result, the video conference system. The display interface is adjusted.
如图4所示,在所述分析结果包括有硬件的使用情况超过该硬件的使用阈值时,上述装置还包括:展示模块38,设置为向所述用户展示对所述硬件的解决方案。As shown in FIG. 4, when the analysis result includes that the usage of the hardware exceeds the usage threshold of the hardware, the apparatus further includes: a display module 38 configured to present a solution to the hardware to the user.
图5是根据本发明实施例的数据分析装置的数据分析模块32的结构框图,如图5所示,数据分析模块32包括:过滤单元320,设置为将所述会议数据中无效数据进行过滤;分组处理单元322,设置为对过滤后的数据进行分组处理;分析单元324,设置为对分组后的数据进行分析得到分析结果。
5 is a structural block diagram of a data analysis module 32 of a data analysis apparatus according to an embodiment of the present invention. As shown in FIG. 5, the data analysis module 32 includes: a filtering unit 320 configured to filter invalid data in the conference data; The packet processing unit 322 is configured to perform grouping processing on the filtered data. The analyzing unit 324 is configured to analyze the grouped data to obtain an analysis result.
分组处理单元322,还设置为根据用户请求显示的内容对过滤后的数据进行分组处理;或者根据预先配置的条件对过滤后的数据进行分组处理。The packet processing unit 322 is further configured to perform grouping processing on the filtered data according to content displayed by the user request, or perform grouping processing on the filtered data according to pre-configured conditions.
以下结合示例对上述数据分析装置的流程进行解释说明,但不用于限定本发明实施例。The flow of the above data analysis apparatus will be explained below with reference to examples, but is not intended to limit the embodiments of the present invention.
图6为根据本发明示例的数据分析装置的结构框图,如图6所示,包括:FIG. 6 is a structural block diagram of a data analysis apparatus according to an example of the present invention. As shown in FIG. 6, the method includes:
数据采集模块60(相当于上述实施例中的获取模块30):通过用户对系统的使用记录、系统数据库中的数据、用户日志、开会日志、设备日志、系统硬件的损耗记录,硬件的使用率等数据进行收集。The data collection module 60 (corresponding to the acquisition module 30 in the above embodiment): the usage rate of the hardware through the user's usage record of the system, the data in the system database, the user log, the meeting log, the device log, and the loss of the system hardware. Wait for the data to be collected.
数据分析模块62(相当于上述实施例的数据分析模块32):首先将收集的数据进行过滤,过滤掉无效的、重复的、垃圾的数据,然后将剩下的元数据(一种细粒度的,不可再分的原子数据)按照用户的要求或者预先配置的条件进行分析归纳,将同类的数据整理在一起并统计,最后将各类数据进行二次分析,提炼出对用户有价值、可参考的分析结果,同时将用户使用习惯和设备硬件使用率及损耗率等数据进行提炼,分析并产生出针对此用户的软件系统和设备解决方案,本发明实施例中的用户要求,可以是针对不同的用户群体,也可以是针对不同的地理位置进行的请求,本发明实施例中的第二次分析过程,主要是先根据现有的一些误差算法对分类后的数据进行误差分析,使得数据更加正确完整,进而统计分析结果,将分析结果展示给用户。The data analysis module 62 (corresponding to the data analysis module 32 of the above embodiment): first filters the collected data, filters out invalid, duplicate, garbage data, and then transfers the remaining metadata (a fine-grained According to the user's requirements or pre-configured conditions, the data will be analyzed and summarized, and the same kind of data will be sorted together and counted. Finally, the data will be analyzed twice, and the data will be valuable to the user. The result of the analysis, the user usage habits and the hardware usage rate and the loss rate of the device are refined, and the software system and the device solution for the user are analyzed and generated. The user requirements in the embodiment of the present invention may be different. The user group may also be a request for different geographical locations. The second analysis process in the embodiment of the present invention mainly performs error analysis on the classified data according to some existing error algorithms, so that the data is more Correct and complete, and then statistical analysis results, show the results of the analysis to the user.
数据显示模块(相当于上述实施例的显示模块36):将用户的解决方案和数据分析结果以图表、文字、视频等多种方式进行显示,为用户提供更加贴心的展现。The data display module (corresponding to the display module 36 of the above embodiment) displays the user's solution and the data analysis result in various manners such as a chart, a text, a video, and the like, and provides a more intimate display for the user.
在本发明实施例中,还提供了一种数据分析系统,包括:In the embodiment of the present invention, a data analysis system is further provided, including:
数据分析中心,设置为获取视频会议系统中,基于用户行为产生的会议数据,对会议数据进行数据分析之后,将数据分析结果以指定形式显示给用户。
The data analysis center is configured to obtain the conference data generated by the user behavior in the video conference system, and after analyzing the data of the conference data, the data analysis result is displayed to the user in a specified form.
为了更好的理解本发明实施例中的数据分析系统的交互流程,以下结合一个示例进行说明,图7为根据本发明示例的数据分析系统的各个模块交互图,如图7所示:For a better understanding of the interaction process of the data analysis system in the embodiment of the present invention, the following is explained in conjunction with an example. FIG. 7 is an interaction diagram of each module of the data analysis system according to an example of the present invention, as shown in FIG.
终端70:通过收集用户的图像,传递给MCU 72,然后将MCU 72处理后的图像显示给用户74。The terminal 70: transmits the image of the user to the MCU 72, and then displays the image processed by the MCU 72 to the user 74.
MCU 72:负责收集各个终端的视频图像,按照控制命令进行处理分发给各个终端70。The MCU 72 is responsible for collecting video images of the respective terminals, and processing and distributing them to the respective terminals 70 in accordance with control commands.
会议电视业务系统78:为管理员80提供控制操作界面,将管理员80的命令分发下去,同时向管理员显示数据分析的结果和定制的解决方案。The conference television service system 78: provides a control operation interface for the administrator 80, distributes the commands of the administrator 80, and displays the results of the data analysis and the customized solution to the administrator.
数据分析中心76:数据分析中心从MCU 72和会议电视业务系统78上收集用户及会议数据,将分析的结果返回给MCU和会议电视业务系统上,供用户参考和选择。Data Analysis Center 76: The Data Analysis Center collects user and conference data from the MCU 72 and the conference television service system 78, and returns the analysis results to the MCU and the conference television service system for user reference and selection.
在本发明实施例中,还提供了一种数据分析装置,其中,包括:处理器;设置为存储处理器可执行指令的存储器;其中,所述处理器,设置为获取视频会议系统中,基于用户行为产生的会议数据,对所述会议数据进行数据分析之后,将数据分析结果以指定形式显示给用户。In an embodiment of the present invention, a data analysis apparatus is further provided, comprising: a processor; a memory configured to store processor executable instructions; wherein the processor is configured to acquire a video conference system, based on The conference data generated by the user behavior is analyzed by the data of the conference data, and the data analysis result is displayed to the user in a specified form.
以下结合优选实施例对上述技术方案进行解释说明。The above technical solutions are explained below in conjunction with the preferred embodiments.
本发明优选实施例中,由于通过数据来进行分析,所以对采集原始的数据要求准确、体量大、全面;由于需要从海量的数据分析出对用户有价值的、可利用的信息,所以需要对数据的分析方式和结果走向有正确的处理;数据的呈现和解决方案的制定,针对数据分析的结果,需要为用户提供良好的数据表现方式和符合用户习惯的解决方案。In the preferred embodiment of the present invention, since the analysis is performed by data, the original data is required to be accurate, large in volume, and comprehensive; since it is necessary to analyze valuable information that is valuable to the user from the massive data, it is required The data analysis method and the result direction have the correct processing; the data presentation and solution formulation, for the results of the data analysis, need to provide users with a good data representation and solutions that meet user habits.
图8是根据本发明优选实施例的系统的各个模块时序图。如图8所示:8 is a timing diagram of various modules of a system in accordance with a preferred embodiment of the present invention. As shown in Figure 8:
步骤S802:会议电视业务系统是管理员操控的管理界面,管理员通过会议电视业务系统向MCU下发开会命令,MCU接收到命令后,将终端发来的码流安装控制命令的要求进行处理,然后在转发给各个终端。
Step S802: The conference television service system is a management interface controlled by the administrator. The administrator sends a conference command to the MCU through the conference television service system. After receiving the command, the MCU processes the request for the code stream installation control command sent by the terminal. It is then forwarded to each terminal.
在开会的过程中,会议电视业务系统会记录管理员的操作轨迹,MCU会记录会议的相关信息、系统中设备和软件的使用率,内存占用率等信息。During the meeting, the conference TV service system records the operation track of the administrator. The MCU records information about the conference, usage of devices and software in the system, and memory usage.
步骤S804:会议电视业务系统和MCU将收集到的信息发送给数据分析中心;Step S804: the conference television service system and the MCU send the collected information to the data analysis center;
步骤S806:数据分析中心,首先会对原始数据进行过滤,将过滤后的数据进行初次分析和分类,然后将分类的数据按照用户的要求和习惯进行二次提炼,最终展现出用户数据的分析结果和符合用户习惯的硬件解决方案和软件解决方案;Step S806: The data analysis center firstly filters the original data, performs initial analysis and classification on the filtered data, and then performs secondary refinement according to the user's requirements and habits, and finally displays the analysis result of the user data. And hardware solutions and software solutions that are compliant with the user's habits;
步骤S808:最终关闭终端,结束会议,结束数据分析过程。Step S808: Finally, the terminal is closed, the conference is ended, and the data analysis process is ended.
图9为根据本发明优选实施例的数据分析系统的流程图,如图9所示:9 is a flow chart of a data analysis system in accordance with a preferred embodiment of the present invention, as shown in FIG.
步骤S902:会议电视业务系统发来控制信息;Step S902: The conference television service system sends control information.
步骤S904:MCU和会议电视业务系统发来原始数据;Step S904: The original data is sent by the MCU and the conference television service system;
步骤S906:判断是否需要数据分析,如果需要,则转到步骤S908,如果不需要,则转到步骤S920;Step S906: determining whether data analysis is required, if necessary, proceeding to step S908, if not, proceeding to step S920;
步骤S908:对数据进行过滤;Step S908: Filter data;
步骤S910:执行元数据分析的过程;Step S910: Perform a process of metadata analysis;
步骤S912:执行对数据分析的过程;Step S912: Perform a process of analyzing the data;
步骤S914:判断是否提供解决方案,如果是,则转到步骤S916,如果否,则转到步骤S920;Step S914: determining whether to provide a solution, if yes, go to step S916, if no, go to step S920;
步骤S916:对确定的解决方案进行显示;Step S916: displaying the determined solution;
步骤S918:向用户显示分析结果;Step S918: Display the analysis result to the user;
步骤S920:数据分析过程结束。Step S920: The data analysis process ends.
在传统的会议电视系统中,仅仅为用户提供了视频开会的服务,所有的设备和软件系统都是通用化的设计,没有对用户的数据加以利用。本发明优选实施例的技术方案,针对用户对的使用数据、硬件使用的频率和软
件的习惯加以考虑,制定出符合适合用户的特制硬件设备、软件服务系统和数据分析服务。In the traditional conference television system, only the video conference service is provided for the user, and all the equipment and software systems are universally designed, and the user's data is not utilized. The technical solution of the preferred embodiment of the present invention is directed to user usage data, frequency of use of hardware, and soft
The habits of the pieces are considered to develop tailor-made hardware devices, software service systems and data analysis services that are suitable for the user.
优选实施例1Preferred embodiment 1
在用户使用会议电视的过程中,MCU会对系统中各个数字信号处理(Digital Signal Processing,简称为DSP)进行监控,监控其CPU的使用率,将CPU使用率过高的数据发给数据分析中心系统,分析中心会根据一段时间内的数据的波动情况,将持续高使用率的软件类型的DSP进行记录和标记;MCU也会对开会过程的系统的物理内存和磁盘的资源使用进行跟踪,如果物理内存占用率持续过高、磁盘容量使用率高于90%的话,将其上报给数据分析中心,分析中心将一段时间内数据进行比较和整理,高于危险阀值,将会对其记录和标记;MCU可以通过多种方式对系统中的硬件资源和使用率进行监控和标记。In the process of using the conference TV, the MCU monitors the digital signal processing (Digital Signal Processing, DSP for short) in the system, monitors the CPU usage rate, and sends the data with excessive CPU usage to the data analysis center. The system, the analysis center will record and mark the software of the high-usage software type according to the fluctuation of the data in a period of time; the MCU will also track the physical memory and disk resource usage of the system during the meeting, if If the physical memory usage continues to be too high and the disk capacity usage rate is higher than 90%, it will be reported to the data analysis center. The analysis center will compare and sort the data for a period of time, which is higher than the dangerous threshold and will be recorded and Marking; MCUs can monitor and mark hardware resources and usage in the system in a variety of ways.
当数据量达到饱和时,数据分析中心会根据硬件使用情况的记录和标记,总结出易损、使用频率过高和性能高负荷的硬件(如视频处理单元(Video Processing Unit,简称为VPU)类型的DSP占用率过高、系统的物理内存高于90%、风扇的转速过低导致温度持续过高等),也会分析出使用频率过低,低负荷的硬件,最终根据分析的数据,给用户提供补丁硬件设备或者针对用户自己的全套硬件设备解决方案。When the amount of data reaches saturation, the data analysis center will summarize the hardware that is vulnerable, over-used, and high-performance (such as Video Processing Unit (VPU)) based on the record and markup of hardware usage. The DSP usage is too high, the physical memory of the system is higher than 90%, the fan speed is too low, the temperature continues to be too high, etc.), and the hardware with low frequency and low load is analyzed, and finally the user is analyzed according to the analyzed data. Provide patch hardware or a complete hardware solution for your own.
优选实施例2Preferred embodiment 2
在用户使用会议电视的过程中,会议电视业务系统会对用户的操作行为进行记录(如用户点击某个按钮的次数,使用某个功能的次数,开会时习惯性的动作组合等),也会对用户的工作日志进行记录,发送给数据分析中心,分析中心会对用户的行为进行建模、验证。In the process of using the conference TV, the conference TV service system records the user's operation behavior (such as the number of times the user clicks a button, the number of times a certain function is used, the habitual action combination during a meeting, etc.) Record the user's work log and send it to the data analysis center. The analysis center will model and verify the user's behavior.
根据分析的数据总结出用户的行为习惯,将用户经常使用的按钮放在页面上方便、明显的位置;用户开会时的动作组合进行封装提供给用户一键开会、管理、关会的服务;用户也可以选择自己喜欢的页面主题和操作环境等服务,提供给用户属于自己的软件解决方案。
According to the analyzed data, the user's behavior habits are summarized, and the buttons frequently used by the user are placed in a convenient and obvious position on the page; the action combination of the user is packaged to provide a one-click conference, management, and conference service; You can also choose your favorite page theme and operating environment and other services to provide users with their own software solutions.
优选实施例3Preferred embodiment 3
将会议电视业务系统、MCU数据库中的用户及开会对象的信息发送给数据分析中心,可以根据用户的要求对数据行进分析和呈现。如:根据用户开会对象的地位位置进行统计和整理,图10为根据本发明优选实施例的会议客户的地理分布图,如图10所示,展示出开会客户的地理分布以及各地区的客户数量(可以选择显示省市分布、市县镇分布等);根据用户与客户通话的总时间进行计算和比较,以柱状图的形式显示出与每个用户通话的总时间(可以选择通话时间递增、递减或随机的方式进行显示);也可以根据用户每年每月使用产品的次数进行比较和分析,以折线图的方式显示出用户使用会议电视产品的次数,让用户对产品的使用情况有更好的了解。The information of the conference television service system, the users in the MCU database, and the objects of the meeting are sent to the data analysis center, and the data can be analyzed and presented according to the requirements of the user. For example, statistics and collation are performed according to the position of the user's meeting object. FIG. 10 is a geographical distribution diagram of the conference client according to a preferred embodiment of the present invention. As shown in FIG. 10, the geographical distribution of the meeting customers and the number of customers in each region are displayed. (You can choose to display the distribution of provinces and cities, the distribution of cities, counties and towns, etc.); calculate and compare according to the total time of the user's call with the customer, and display the total time of conversation with each user in the form of a histogram (you can choose to increase the talk time, Displayed in a decreasing or random manner); it can also be compared and analyzed according to the number of times the user uses the product every month, and the number of times the user uses the conference TV product is displayed in a line chart, so that the user can use the product better. Understanding.
优选实施例4Preferred embodiment 4
对用户所开会的类型及频率进行分析,总结出用户主要的开会类型,以及每种类型开会的频率,为用户提供会议类型及频率的分析结果,帮助用户更好的了解自己开会的情况。Analyze the types and frequencies of meetings of users, summarize the main types of meetings of users, and the frequency of each type of meeting, and provide users with analysis results of meeting types and frequencies to help users better understand their own meetings.
针对会议电视中的数据采集、数据挖掘和展示方式还有很多,此处不再赘述。There are many ways to collect data, data mining and display in conference TV, so I won't go into details here.
综上所述,本发明实施例达到了以下技术效果:解决了相关技术中在视频会议系统中,无法为用户提供更人性化更全方位的服务的问题,进而丰富了视频会议系统的功能,提升了用户体验度。In summary, the embodiments of the present invention achieve the following technical effects: solving the problem that the related art cannot provide a more humanized and more comprehensive service for the user in the video conference system, thereby enriching the functions of the video conference system. Increased user experience.
本发明的实施例还提供了一种存储介质。可选地,在本实施例中,上述存储介质可以被设置为存储用于执行以下步骤的程序代码:Embodiments of the present invention also provide a storage medium. Optionally, in the embodiment, the foregoing storage medium may be configured to store program code for performing the following steps:
S1,获取视频会议系统中,基于用户行为产生的会议数据;S1, acquiring conference data generated by the user behavior in the video conference system;
S2,对会议数据进行数据分析;S2, performing data analysis on the conference data;
S3,将数据分析结果以指定形式显示给用户。S3, the data analysis result is displayed to the user in a specified form.
可选地,在本实施例中,上述存储介质可以包括但不限于:U盘、只
读存储器(ROM,Read-Only Memory)、随机存取存储器(RAM,Random Access Memory)、移动硬盘、磁碟或者光盘等各种可以存储程序代码的介质。Optionally, in this embodiment, the foregoing storage medium may include, but is not limited to: a USB flash drive, only
A medium that can store program code, such as a read-only memory (ROM), a random access memory (RAM), a removable hard disk, a magnetic disk, or an optical disk.
可选地,本实施例中的具体示例可以参考上述实施例及可选实施方式中所描述的示例,本实施例在此不再赘述。For example, the specific examples in this embodiment may refer to the examples described in the foregoing embodiments and the optional embodiments, and details are not described herein again.
显然,本领域的技术人员应该明白,上述的本发明的各模块或各步骤可以用通用的计算装置来实现,它们可以集中在单个的计算装置上,或者分布在多个计算装置所组成的网络上,可选地,它们可以用计算装置可执行的程序代码来实现,从而,可以将它们存储在存储装置中由计算装置来执行,并且在某些情况下,可以以不同于此处的顺序执行所示出或描述的步骤,或者将它们分别制作成各个集成电路模块,或者将它们中的多个模块或步骤制作成单个集成电路模块来实现。这样,本发明不限制于任何特定的硬件和软件结合。It will be apparent to those skilled in the art that the various modules or steps of the present invention described above can be implemented by a general-purpose computing device that can be centralized on a single computing device or distributed across a network of multiple computing devices. Alternatively, they may be implemented by program code executable by the computing device such that they may be stored in the storage device by the computing device and, in some cases, may be different from the order herein. The steps shown or described are performed, or they are separately fabricated into individual integrated circuit modules, or a plurality of modules or steps thereof are fabricated as a single integrated circuit module. Thus, the invention is not limited to any specific combination of hardware and software.
以上所述仅为本发明的优选实施例而已,并不用于限制本发明,对于本领域的技术人员来说,本发明可以有各种更改和变化。凡在本发明的精神和原则之内,所作的任何修改、等同替换、改进等,均应包含在本发明的保护范围之内。The above description is only the preferred embodiment of the present invention, and is not intended to limit the present invention, and various modifications and changes can be made to the present invention. Any modifications, equivalent substitutions, improvements, etc. made within the spirit and scope of the present invention are intended to be included within the scope of the present invention.
通过本发明实施例,能够对视频会议系统中基于用户行为产生的会议数据分析,并将分析结果推送给用户,采用上述技术方案,解决了相关技术中,无法为用户提供更人性化更全方位的服务的问题,进而丰富了视频会议系统的功能。
Through the embodiment of the present invention, the conference data generated based on the user behavior in the video conference system can be analyzed, and the analysis result is pushed to the user, and the above technical solution is used to solve the related technology, and the user cannot be provided more humanized and comprehensive. The problem of the service, which enriches the functionality of the video conferencing system.
Claims (10)
- 一种数据分析方法,包括:A method of data analysis, including:获取视频会议系统中,基于用户行为产生的会议数据;Obtaining conference data generated based on user behavior in a video conference system;对所述会议数据进行数据分析;Performing data analysis on the conference data;将数据分析结果以指定形式显示给用户。The data analysis results are displayed to the user in the specified form.
- 根据权利要求1所述的方法,其中,对所述会议数据进行数据分析之后,所述方法还包括:The method of claim 1, wherein after performing data analysis on the conference data, the method further comprises:根据分析结果对所述视频会议系统的显示界面进行调整。The display interface of the video conference system is adjusted according to the analysis result.
- 根据权利要求1所述的方法,其中,所述会议数据包括:所述视频会议系统中的硬件使用情况、用户对所述视频会议系统的使用记录。The method of claim 1, wherein the meeting data comprises: hardware usage in the video conferencing system, user usage record of the video conferencing system.
- 根据权利要求3所述的方法,其中,在所述分析结果包括有硬件的使用情况超过该硬件的使用阈值时,将数据分析结果以指定形式显示给用户之后,所述方法还包括:The method according to claim 3, wherein, after the analysis result includes the use condition of the hardware exceeding the usage threshold of the hardware, after the data analysis result is displayed to the user in a specified form, the method further includes:向所述用户展示对所述硬件的解决方案。Presenting the solution to the hardware to the user.
- 根据权利要求1所述的方法,其中,对所述会议数据进行数据分析,包括:The method of claim 1, wherein performing data analysis on the conference data comprises:将所述会议数据中无效数据进行过滤;Filtering invalid data in the conference data;对过滤后的数据进行分组处理;Grouping the filtered data;对分组后的数据进行分析得到分析结果。The analyzed data is analyzed and the analysis results are obtained.
- 根据权利要求5所述的方法,其中,对过滤后的数据进行分组处理,包括: The method of claim 5, wherein the filtering of the filtered data comprises:根据用户请求显示的内容对过滤后的数据进行分组处理;或者Filtering the filtered data according to the content displayed by the user request; or根据预先配置的条件对过滤后的数据进行分组处理。The filtered data is grouped according to pre-configured conditions.
- 根据权利要求1所述的方法,其中,将数据分析结果以指定形式显示给用户,包括:The method of claim 1 wherein displaying the results of the data analysis to the user in a specified form comprises:将所述数据分析结果通过至少以下形式之一显示给所述用户:图标、文字、视频。The data analysis result is displayed to the user in at least one of the following forms: icon, text, video.
- 一种数据分析装置,包括:A data analysis device comprising:获取模块,设置为获取视频会议系统中,基于用户行为产生的会议数据;Obtaining a module, configured to obtain conference data generated by the user behavior in the video conference system;数据分析模块,设置为对所述会议数据进行数据分析;a data analysis module, configured to perform data analysis on the conference data;显示模块,设置为将数据分析结果以指定形式显示给用户。A display module configured to display data analysis results to the user in a specified form.
- 一种数据分析系统,包括:A data analysis system comprising:数据分析中心,设置为获取视频会议系统中,基于用户行为产生的会议数据,对所述会议数据进行数据分析之后,将数据分析结果以指定形式显示给用户。The data analysis center is configured to obtain the conference data generated by the user behavior in the video conference system, and perform data analysis on the conference data, and then display the data analysis result to the user in a specified form.
- 一种数据分析装置,包括:A data analysis device comprising:处理器;processor;设置为存储处理器可执行指令的存储器;a memory configured to store processor executable instructions;其中,所述处理器,设置为获取视频会议系统中,基于用户行为产生的会议数据,对所述会议数据进行数据分析之后,将数据分析结果以指定形式显示给用户。 The processor is configured to obtain the conference data generated by the user behavior in the video conference system, and after performing data analysis on the conference data, display the data analysis result to the user in a specified form.
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