KR101679146B1 - Method and System for User Behavior Analysis Based Video Streaming Data Transmission Architecture Determination - Google Patents
Method and System for User Behavior Analysis Based Video Streaming Data Transmission Architecture Determination Download PDFInfo
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- KR101679146B1 KR101679146B1 KR1020150062519A KR20150062519A KR101679146B1 KR 101679146 B1 KR101679146 B1 KR 101679146B1 KR 1020150062519 A KR1020150062519 A KR 1020150062519A KR 20150062519 A KR20150062519 A KR 20150062519A KR 101679146 B1 KR101679146 B1 KR 101679146B1
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N21/00—Selective content distribution, e.g. interactive television or video on demand [VOD]
- H04N21/20—Servers specifically adapted for the distribution of content, e.g. VOD servers; Operations thereof
- H04N21/25—Management operations performed by the server for facilitating the content distribution or administrating data related to end-users or client devices, e.g. end-user or client device authentication, learning user preferences for recommending movies
- H04N21/258—Client or end-user data management, e.g. managing client capabilities, user preferences or demographics, processing of multiple end-users preferences to derive collaborative data
- H04N21/25866—Management of end-user data
- H04N21/25891—Management of end-user data being end-user preferences
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N21/00—Selective content distribution, e.g. interactive television or video on demand [VOD]
- H04N21/20—Servers specifically adapted for the distribution of content, e.g. VOD servers; Operations thereof
- H04N21/23—Processing of content or additional data; Elementary server operations; Server middleware
- H04N21/24—Monitoring of processes or resources, e.g. monitoring of server load, available bandwidth, upstream requests
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N21/00—Selective content distribution, e.g. interactive television or video on demand [VOD]
- H04N21/20—Servers specifically adapted for the distribution of content, e.g. VOD servers; Operations thereof
- H04N21/23—Processing of content or additional data; Elementary server operations; Server middleware
- H04N21/24—Monitoring of processes or resources, e.g. monitoring of server load, available bandwidth, upstream requests
- H04N21/2402—Monitoring of the downstream path of the transmission network, e.g. bandwidth available
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N21/00—Selective content distribution, e.g. interactive television or video on demand [VOD]
- H04N21/20—Servers specifically adapted for the distribution of content, e.g. VOD servers; Operations thereof
- H04N21/25—Management operations performed by the server for facilitating the content distribution or administrating data related to end-users or client devices, e.g. end-user or client device authentication, learning user preferences for recommending movies
- H04N21/258—Client or end-user data management, e.g. managing client capabilities, user preferences or demographics, processing of multiple end-users preferences to derive collaborative data
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N21/00—Selective content distribution, e.g. interactive television or video on demand [VOD]
- H04N21/20—Servers specifically adapted for the distribution of content, e.g. VOD servers; Operations thereof
- H04N21/25—Management operations performed by the server for facilitating the content distribution or administrating data related to end-users or client devices, e.g. end-user or client device authentication, learning user preferences for recommending movies
- H04N21/262—Content or additional data distribution scheduling, e.g. sending additional data at off-peak times, updating software modules, calculating the carousel transmission frequency, delaying a video stream transmission, generating play-lists
Abstract
A method and system for determining a video streaming data transmission scheme according to user behavior analysis are presented. A method for determining a video streaming data transmission method according to the user behavior analysis proposed in the present invention includes: requesting a video provider to open a channel for providing a new video service; checking a channel identifier of the channel to be opened; Calling the channel stability indicator value of the delimiter in a channel stability index database; checking whether a channel stability indicator value of the channel delimiter is stored in the channel stability index database; Comparing the index value with a predetermined threshold value, and transmitting the new video service according to a predetermined transmission scheme according to the comparison result.
Description
The present invention relates to a method and system for determining a video streaming data transmission method in accordance with user behavior analysis.
IP (Internet Protocol) -TV is defined as a multimedia service such as television, video, audio, document, graphic, and data services provided through an IP network with guaranteed quality, security and reliability. A live TV service, and a stored video service such as a VOD in which transmission is performed by a unicasting method.
Internet Protocol (IP) -TV services are also provided in a peer-to-peer network (P2P) manner. Peer-to-peer networks or peer-to-peer networks are networks that depend on the computation and bandwidth performance of the machines participating in the network configuration, rather than focusing on a relatively small number of servers. P2P networks are generally used when interconnecting nodes in a large ad hoc manner. These networks are useful in many ways, and sharing of arbitrary digital format files such as audio, video, and data is very common. P2P IP-TV is a method of providing IP-TV service by configuring such a network. Generally, two servers participate in the service. They are a tracker server having information on nodes participating in the service and a channel server providing broadcast channels. The node connecting to the broadcast channel first accesses the tracker server and receives the location of the data. If it is the first node that accesses the broadcast channel, it informs the channel server to receive the data directly. Then, a part of the broadcast is stored in the storage device of the node. When a new node tries to access the same channel, the tracker server informs the IP addresses of the nodes it has previously connected to. In this case, data is directly received from the nodes of the corresponding IP address and is reproduced.
IP-TV is being served through a wired network capable of high bandwidth. Routers or other devices capable of handling large amounts of data are required. Since a large amount of redundant data is transmitted through a public network, infrastructure investment should be increased. In addition, due to the characteristics of broadcasting, the number of users is explosively increased at a specific time or when an event occurs. At this time, in order to deal with the explosively increased traffic, . So, service providers have to waste a lot of resources. So the way it came to be is P2P IP-TV. Unlike the conventional method in which the server has all the data and the user sends all the information to the server, the set-top boxes have pieces of data and the pieces of data from the surrounding set- And the content is received and transmitted. Even if the user suddenly increases, there is no need for additional resources, since the nodes having data also increase together.
However, if there is a small number of users or a request for unpopular data in this P2P IP-TV service system, a considerable delay time is required, sometimes normal playback may not be possible, and there may be a problem with the service. In addition, P2P IP-TV, which is currently being commercialized, is provided in the form of a PC application, and most of them are used free of charge, which is a problem in that it is vulnerable to copyright protection and security.
Korean Patent Application No. 10-1040312 discloses a method of transmitting P2P data to an IPTV that transmits data using a conventional client server method. When a user desires to receive data desired by another user equally, And also describes how to receive data from the network. However, when determining the path, only the data transmission path determination method considering only the optimum path of the data, not the behavior analysis data of the user, is described.
The present invention provides a method and system for determining a method of transmitting video streaming data based on a behavioral analysis of a service user on a service for streaming video content.
According to an aspect of the present invention, there is provided a method for determining a video streaming data transmission method according to an embodiment of the present invention, the method comprising: requesting a video provider to open a channel for providing a new video service; Calling the channel stability indicator value of the channel delimiter in the channel stability index database; checking whether the channel stability indicator value of the channel delimiter is stored in the channel stability index database; Comparing the channel stability indicator value with a predetermined threshold value, and transmitting the new video service according to a predetermined transmission scheme according to the comparison result.
Wherein the step of verifying whether the channel stability indicator value of the channel identifier is stored in the channel stability index database includes: when the channel stability indicator value of the channel identifier is stored in the channel stability indicator database, And setting a channel stability indicator value of the channel identifier based on a predetermined channel stability indicator value when the channel stability indicator value is not stored in the channel stability indicator database.
Wherein the step of transmitting the new video service in a predetermined transmission scheme according to a result of the comparison comprises transmitting the new video service in a first transmission scheme when the channel stability indicator value is equal to or greater than a predetermined threshold value, If the channel stability indicator value is less than a predetermined threshold, the new video service may be transmitted in a second transmission scheme.
The first transmission method is a client server method, the second transmission method is a P2P method, and a new transmission method can be added.
The channel delimiter may be generated using information including the video provider's ID and video category.
Wherein the step of calling the channel stability indicator value of the channel delimiter into the channel stability index database comprises setting the channel stability indicator value, and further comprising the steps of: measuring a channel entry time and a termination time of use of the channel, Measuring a channel viewing time of a user, measuring a screening time of the channel when the channel ends, measuring a standardized channel viewing time using a channel viewing time of the user and a screening time of the channel, And setting a channel stability indicator using the normalized channel viewing time and storing the indicator in the channel stability indicator database.
According to another aspect of the present invention, there is provided a system for determining a video streaming data transmission scheme according to an embodiment of the present invention, comprising: a channel delimiter of a channel to be opened; a channel stability indicator of the channel delimiter; A channel stability indicator for storing the channel stability indicator value in a database and calling the channel stability indicator value to a channel stability index database to compare the channel stability indicator value stored in the channel stability indicator database with a predetermined threshold; A channel stability index database for storing a stability index value, and a video transmission scheme determination unit for determining a transmission scheme for transmitting the new video service according to the comparison result.
Wherein the channel stability index measurement unit checks whether the channel stability index value is stored in the channel stability index database when the channel stability index value is called in the channel stability index database, Wherein the channel stability indicator value is set based on the channel stability indicator value when the channel stability indicator value is stored in the stability indicator database and when the channel stability indicator value of the channel identifier is not stored in the channel stability indicator database, Can be set.
The channel stability index measuring unit measures the channel viewing time of the user by measuring the channel entry time and the leaving time of the use that has entered the channel, measures the screening time of the channel when the channel ends, The standardized channel viewing time may be measured using the viewing time and the viewing time of the channel, and the channel stability indicator may be set using the standardized channel viewing time.
Wherein the video transmission mode determination unit is configured to transmit the new video service in a first transmission mode when the channel stability indicator value is greater than or equal to a predetermined threshold value, 2 < / RTI > transmission scheme.
According to embodiments of the present invention, it is possible to distribute the traffic load to the server rather than to transmit the streaming data in one of the client server method and the P2P method by deciding various transmission methods suitable for user behavior analysis, To the user. It can provide high-quality video streaming services while reducing the load on the server, so that the server and system of the video streaming service can be constructed with a small budget.
1 is a flowchart illustrating a method of determining a video streaming data transmission method according to an embodiment of the present invention.
2 is a block diagram of a system for determining a video streaming data transmission method according to an embodiment of the present invention.
3 is a diagram illustrating a video streaming data transmission method according to an embodiment of the present invention.
4 is a diagram for explaining a method of determining a video streaming data transmission method when a channel is opened before a channel is opened according to an embodiment of the present invention.
5 is a diagram for explaining a method of determining a video streaming data transmission method when a channel is not opened before a channel is opened according to an embodiment of the present invention.
Existing systems can only transmit streaming data of video contents in one of the P2P method or the client server method. However, the proposed system can analyze the behavior of different users for each video content and determine the streaming data transmission method optimized for user behavior. DETAILED DESCRIPTION OF THE PREFERRED EMBODIMENTS Hereinafter, embodiments of the present invention will be described in detail with reference to the accompanying drawings.
1 is a flowchart illustrating a method of determining a video streaming data transmission method according to an embodiment of the present invention.
A method for determining a video streaming data transmission method according to a user behavior analysis includes a
At
In
In
The step of calling the channel stability indicator value of the channel identifier in the channel stability indicator database may include setting the channel stability indicator value.
Measuring a user's channel viewing time by measuring a channel entry time and a leaving time of the user entering the channel; measuring a screening time of the channel when the channel is terminated; Measuring the standardized channel viewing time using the time and the running time of the channel, and setting the channel stability indicator using the standardized channel viewing time and storing the indicator in the channel stability indicator database.
More specifically, the channel stability indicator is generated for each channel, and the channel viewing time tij of the user j is measured by measuring when the user connected to the channel i has entered the channel and when the user has left the channel. The channel stability indicator measurement unit measures the channel presentation time Ti when channel i is terminated, measures the standardized channel viewing time through τj = tij / Ti, and calculates P (τij = α) P (τij <β), which is the user's distribution value, is measured by Ai and Bi.
At this time, the reference values? And? Can be empirically determined, or can be set to constant values, and the same values can be set. α is empirically users who watched α or more, and assumes that video is streamed by P2P transmission method, α value is defined when loss of streaming data is small and transmission delay is less than a certain level.
β is empirically viewed by users with less than β, it is possible to define β value when the streaming data is lost and the transmission delay is more than a certain level, assuming that the video is streamed by the P2P transmission method. The channel stability indicator measures the channel stability index (CSI) using the measured Ai and Bi values. The equation for calculating the channel stability index (CSI) is shown in Equation 1 below.
When the channel stability index is obtained, the channel stability index measurement unit stores the channel stability index in the channel stability index database. The channel stability index database stores the n most recent channel stability indexes for each channel separator. If n is full, the oldest channel stability indexes are discarded and the new channel stability indexes are stored. It also stores the average of the n most recent channel stability indices. The average of the n most recent channel stability indices is calculated by the channel stability index measurement unit by calling the latest n channel stability indices in the channel stability index database and storing the average in the channel stability index database again.
After the channel is terminated, when the video provider attempts to serve the video of the same channel delimiter, the video transmission mode determination unit operates to determine how to transmit the video.
In
Wherein the step of verifying whether the channel stability indicator value of the channel identifier is stored in the channel stability index database includes the step of, when the channel stability indicator value of the channel identifier is stored in the channel stability index database, And setting a channel stability indicator value of the channel identifier based on a predetermined channel stability indicator value when the channel stability indicator value is not stored in the channel stability indicator database. In other words, after checking whether the channel stability index value is present in the channel stability index database, the channel stability index value (CSI: Channel Stability Index), which is a predetermined fixed value, is set based on the channel stability index value. For example, the channel stability index (CSI), which is a predetermined fixed value (default), can be arbitrarily set by a service provider from a value between 0 and 1
On the other hand, if there is a channel stability index value in the channel stability index database, it is set based on the channel stability index (CSI) stored in the channel stability index database.
In
The new video service can be transmitted according to a predetermined transmission method according to the comparison result. (151) the new video service in a first transmission scheme when the channel stability indicator value is greater than or equal to a predetermined threshold value, and if the channel stability indicator value is less than a predetermined threshold value, (152) the new video service.
For example, the first transmission method may be a client server method, and the second transmission method may be a P2P method. In addition to the first transmission method and the second transmission method, a new transmission method can be added. If an additional transmission scheme occurs, a plurality of transmission schemes can be applied by inserting a further determiner in
2 is a block diagram of a system for determining a video streaming data transmission method according to an embodiment of the present invention.
The video streaming data transmission
The
The
The channel
The channel
The
The channel stability
The video streaming data transmission
The channel stability
The channel stability
Wherein the step of verifying whether the channel stability indicator value of the channel identifier is stored in the channel stability index database includes the step of, when the channel stability indicator value of the channel identifier is stored in the channel stability index database, And setting a channel stability indicator value of the channel identifier based on a predetermined channel stability indicator value when the channel stability indicator value is not stored in the channel stability indicator database. In other words, after checking whether the channel stability index value is present in the channel stability index database, the channel stability index value (CSI: Channel Stability Index), which is a predetermined fixed value, is set based on the channel stability index value. For example, the channel stability index (CSI), which is a predetermined fixed value (default), can be arbitrarily set by a service provider from a value between 0 and 1
On the other hand, if there is a channel stability index value in the channel stability index database, it is set based on the channel stability index (CSI) stored in the channel stability index database.
When the channel stability indicator value of the channel identifier is stored in the channel stability indicator database, the channel stability indicator value is set based on the channel stability indicator value. On the other hand, when the channel stability indicator value of the channel identifier is not stored in the channel stability indicator database, the channel stability indicator value is set based on a predetermined channel stability indicator value.
In addition, the
More specifically, the channel stability indicator is generated for each channel, and the channel viewing time tij of the user j is measured by measuring when the user connected to the channel i has entered the channel and when the user has left the channel. The channel stability indicator measurement unit measures the channel presentation time Ti when the channel i ends and measures the standardized channel viewing time through τij = tij / Ti. The user distribution value P (τij = α) above the reference value α and the reference value β P (τij <β), which is the user's distribution value, is measured by Ai and Bi. At this time, the reference values? And? Can be empirically determined, or can be set to constant values, and the same values can be set. α is empirically users who watched α or more, and assumes that video is streamed by P2P transmission method, α value is defined when loss of streaming data is small and transmission delay is less than a certain level.
β is empirically viewed by users with less than β, it is possible to define β value when the streaming data is lost and the transmission delay is more than a certain level, assuming that the video is streamed by the P2P transmission method. The channel stability indicator measures the channel stability index (CSI) using the measured Ai and Bi values. The equation for calculating the channel stability index (CSI) is shown in Equation (1).
When the channel stability index is obtained, the channel stability index measurement unit stores the channel stability index in the channel stability index database. The channel stability index database stores the n most recent channel stability indexes for each channel separator. If n is full, the oldest channel stability indexes are discarded and the new channel stability indexes are stored. It also stores the average of the n most recent channel stability indices. The average of the n most recent channel stability indices is calculated by the channel stability index measurement unit by calling the latest n channel stability indices in the channel stability index database and storing the average in the channel stability index database again.
The video transmission
The video transmission
For example, the first transmission method may be a client server method, and the second transmission method may be a P2P method. In addition to the first transmission method and the second transmission method, a new transmission method can be added. If an additional transmission scheme occurs, a plurality of transmission schemes can be applied by inserting a further determiner in
3 is a diagram illustrating a video streaming data transmission method according to an embodiment of the present invention.
For example, the video provider 1 311 and the video provider 2 312 upload the video to be provided to the server 320 of the service in real time or VoD format. The server 320 generates a
The delimiter of the
For example, video user 1 (331) and video user 2 (332) show an example of streaming video of a video streaming channel 321 using a client server method, and video user 3 333, video user 4 The video user 5 335, and the video user 6 336 stream the video of the
4 is a diagram for explaining a method of determining a video streaming data transmission method when a channel is opened before a channel is opened according to an embodiment of the present invention.
Assume a service in which video provider 1 410 uploads its image to
Video provider 1 410 and Hong Kil-dong send a request for opening a soccer channel 411 to the
When Hong Kil-dong ends the soccer broadcast, the channel stability indicator measures the total channel display time, standardizes the channel viewing time of each user as the channel display time, and sets the reference value to 0.5 to select a person who watches more than the reference value, , The ratio of the number of viewers to the total number of viewers is measured and the channel stability index is calculated based on the measured values.
Then, the measured ratio is stored in the [Hong Kil-Dong-soccer] of the channel stability index DB 430, and the latest n ratio is received from the DB, and the channel stability index of the [Hong Kil-Dong-
When Hong Gil-dong reopens the [Hong Gil-Dong-Soccer] channel, the video image transmission method determination unit 421 executes the channel determination table to send a channel stability index request 422 to the channel stability index DB 430, (431) a channel stability index for the " Hong Gil-dong - Soccer "
Then, the channel stability index is compared with a threshold value, and when the comparison result is less than the reference value, the video transmission method is determined by the client server method (first transmission method) (423). Thereafter, the
On the other hand, when the comparison result is equal to or higher than the reference value, the video transmission method can be determined by the P2P method (second transmission method). Thereafter, the channel establishment can be performed and the establishment of the channel establishment in the P2P method can be announced. Then, the image is provided to the user in the client server system (second transmission system).
If the channel stability index is high, it means that many users see the time more than a certain period of time. Therefore, even if the image is provided through the transmission method close to the P2P method, the stable network can be maintained. This allows high quality video to be sent to all users while reducing traffic load to the server.
5 is a diagram for explaining a method of determining a video streaming data transmission method when a channel is not opened before a channel is opened according to an embodiment of the present invention.
Assume that the video provider 2 510 uploads its image to the
Video provider 2 510 and Hong Gil Dong send a request for opening a soccer channel 511 to the
When Hong Kil-dong ends the soccer broadcast, the channel stability indicator measures the total channel display time, standardizes the channel viewing time of each user as the channel display time, and sets the reference value to 0.5 to select a person who watches more than the reference value, , The ratio of the number of viewers to the total number of viewers is measured and the channel stability index is calculated based on the measured values.
Then, the measured ratio is stored in [Hong Kil-Dong - Soccer] of the channel stability index DB 530, and the channel stability index of [Hong Kil-dong - soccer] is obtained using the average of the latest n ratios received from the DB
When Hong Gil-dong reopens the [Hong Gil-dong-Soccer] channel, the video video transmission mode determination unit executes 521 and sends a channel stability index request 522 to the channel stability index DB 530. In channel stability index DB 530, (531) that there is no channel stability indicator for '
Then, the video transmission mode is determined as a fixed value and a default mode (523). Thereafter, the
The apparatus described above may be implemented as a hardware component, a software component, and / or a combination of hardware components and software components. For example, the apparatus and components described in the embodiments may be implemented within a computer system, such as, for example, a processor, a controller, an arithmetic logic unit (ALU), a digital signal processor, a microcomputer, a field programmable array (FPA) A programmable logic unit (PLU), a microprocessor, or any other device capable of executing and responding to instructions. The processing device may execute an operating system (OS) and one or more software applications running on the operating system. The processing device may also access, store, manipulate, process, and generate data in response to execution of the software. For ease of understanding, the processing apparatus may be described as being used singly, but those skilled in the art will recognize that the processing apparatus may have a plurality of processing elements and / As shown in FIG. For example, the processing unit may comprise a plurality of processors or one processor and one controller. Other processing configurations are also possible, such as a parallel processor.
The software may include a computer program, code, instructions, or a combination of one or more of the foregoing, and may be configured to configure the processing device to operate as desired or to process it collectively or collectively Device can be commanded. The software and / or data may be in the form of any type of machine, component, physical device, virtual equipment, computer storage media, or device , Or may be permanently or temporarily embodied in a transmitted signal wave. The software may be distributed over a networked computer system and stored or executed in a distributed manner. The software and data may be stored on one or more computer readable recording media.
The method according to an embodiment may be implemented in the form of a program command that can be executed through various computer means and recorded in a computer-readable medium. The computer-readable medium may include program instructions, data files, data structures, and the like, alone or in combination. The program instructions to be recorded on the medium may be those specially designed and configured for the embodiments or may be available to those skilled in the art of computer software. Examples of computer-readable media include magnetic media such as hard disks, floppy disks and magnetic tape; optical media such as CD-ROMs and DVDs; magnetic media such as floppy disks; Magneto-optical media, and hardware devices specifically configured to store and execute program instructions such as ROM, RAM, flash memory, and the like. Examples of program instructions include machine language code such as those produced by a compiler, as well as high-level language code that can be executed by a computer using an interpreter or the like. The hardware devices described above may be configured to operate as one or more software modules to perform the operations of the embodiments, and vice versa.
While the present invention has been particularly shown and described with reference to exemplary embodiments thereof, it is to be understood that the invention is not limited to the disclosed exemplary embodiments. For example, it is to be understood that the techniques described may be performed in a different order than the described methods, and / or that components of the described systems, structures, devices, circuits, Lt; / RTI > or equivalents, even if it is replaced or replaced.
Therefore, other implementations, other embodiments, and equivalents to the claims are also within the scope of the following claims.
Claims (11)
Identifying a channel identifier of the channel to be opened;
Calling a channel stability indicator value of the channel identifier in a channel stability index database;
Comparing the channel stability index value stored in the channel stability index database with a predetermined threshold value; And
Transmitting the new video service according to a predetermined transmission scheme according to the comparison result
Lt; / RTI >
The step of calling the channel stability indicator value of the channel delimiter into the channel stability index database comprises:
Measuring a user's channel viewing time by measuring a channel entry time and a leaving time of a user entering the channel;
Measuring a running time of the channel when the channel ends; And
Measuring a standardized channel viewing time using the channel viewing time of the user and the screening time of the channel, setting a channel stability indicator using the standardized channel viewing time, and storing the channel stability indicator in a channel stability index database
Lt; / RTI >
The channel stability index database stores a predetermined number of channel stability indexes each time a channel identifier is reached, stores the new channel stability indexes when the predetermined number is full, discards the oldest channel stability indexes, and stores a new predetermined number of channel stability indexes And the average of the recently predetermined number of channel stability indexes is obtained by averaging the channel stability indexes of the channel stability indexes by calling a recently predetermined number of channel stability indexes in the channel stability index database and storing them in the channel stability index database And determining a video streaming data transmission method according to a user behavior analysis.
Checking whether the channel stability indicator value of the channel identifier is stored in the channel stability index database
And determining a video streaming data transmission method according to a user behavior analysis.
Wherein the step of verifying whether the channel stability indicator value of the channel identifier is stored in the channel stability index database comprises:
Setting the channel stability indicator value of the channel identifier as a reference when the channel stability indicator value is stored in the channel stability indicator database; And
Setting a channel stability indicator value of the channel delimiter based on a predetermined channel stability indicator value when the channel stability indicator value of the channel delimiter is not stored in the channel stability indicator database
And determining a video streaming data transmission method according to a user behavior analysis.
And transmitting the new video service according to a predetermined transmission scheme according to the comparison result,
Transmitting the new video service in a first transmission scheme when the channel stability indicator value is greater than or equal to a predetermined threshold value and transmitting the new video service in a second transmission scheme when the channel stability indicator value is less than a predetermined threshold, And determining a video streaming data transmission method according to a user behavior analysis.
Wherein the first transmission method is a client server method, the second transmission method is a P2P method, and a new transmission method can be added.
Wherein the channel delimiter is generated using information including an ID of the video provider and a video category.
A channel stability index database for storing the channel stability index; And
A video transmission method determining unit for determining a transmission method for transmitting a new video service according to the comparison result,
Lt; / RTI >
Wherein the channel stability index measurement unit comprises:
The channel viewing time of the user is measured by measuring the channel entry time and the leaving time of the user who has entered the channel, the display time of the channel is measured when the channel is terminated, Measuring a standardized channel viewing time using a running time, setting a channel stability indicator using the standardized channel viewing time, and storing the channel stability indicator in a channel stability index database,
The channel stability index database includes:
Storing a new predetermined number of channel stability indexes for each of the channel segments, discarding the oldest channel stability indexes when a predetermined number of channels are full, storing new channel stability indexes, storing an average of a predetermined number of channel stability indexes,
Wherein the average of the recently predetermined number of channel stability indexes is calculated by averaging channel stability indexes recently called a number of channel stability indexes in the channel stability index database and storing them in the channel stability index database A system for determining video streaming data transmission method based on user behavior analysis.
Wherein the channel stability index measurement unit comprises:
Checking whether the channel stability index value is stored in the channel stability index database when the channel stability index value is called in the channel stability index database,
Setting a channel stability index value of the channel delimiter based on the channel stability index value stored in the channel stability index database and setting the channel stability indicator value of the channel delimiter not stored in the channel stability index database The channel stability index value is set based on a predetermined channel stability index value.
Wherein the video transmission method determination unit determines,
Transmitting the new video service in a first transmission scheme when the channel stability indicator value is greater than or equal to a predetermined threshold value and transmitting the new video service in a second transmission scheme when the channel stability indicator value is less than a predetermined threshold, And determining a video streaming data transmission method according to user behavior analysis.
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KR1020150062519A KR101679146B1 (en) | 2015-05-04 | 2015-05-04 | Method and System for User Behavior Analysis Based Video Streaming Data Transmission Architecture Determination |
PCT/KR2015/013800 WO2016178466A1 (en) | 2015-05-04 | 2015-12-16 | Method and system for determining video streaming data transmission scheme according to user behavior analysis |
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