US20020095676A1 - Interactive television program guide system for determining user values for demographic categories - Google Patents
Interactive television program guide system for determining user values for demographic categories Download PDFInfo
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- US20020095676A1 US20020095676A1 US09/139,777 US13977798A US2002095676A1 US 20020095676 A1 US20020095676 A1 US 20020095676A1 US 13977798 A US13977798 A US 13977798A US 2002095676 A1 US2002095676 A1 US 2002095676A1
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N7/00—Television systems
- H04N7/16—Analogue secrecy systems; Analogue subscription systems
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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
- H04N21/25883—Management of end-user data being end-user demographical data, e.g. age, family status or address
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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
- H04N21/235—Processing of additional data, e.g. scrambling of additional data or processing content descriptors
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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]
- H04N21/40—Client devices specifically adapted for the reception of or interaction with content, e.g. set-top-box [STB]; Operations thereof
- H04N21/43—Processing of content or additional data, e.g. demultiplexing additional data from a digital video stream; Elementary client operations, e.g. monitoring of home network or synchronising decoder's clock; Client middleware
- H04N21/442—Monitoring of processes or resources, e.g. detecting the failure of a recording device, monitoring the downstream bandwidth, the number of times a movie has been viewed, the storage space available from the internal hard disk
- H04N21/44213—Monitoring of end-user related data
- H04N21/44222—Analytics of user selections, e.g. selection of programs or purchase activity
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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]
- H04N21/40—Client devices specifically adapted for the reception of or interaction with content, e.g. set-top-box [STB]; Operations thereof
- H04N21/45—Management operations performed by the client for facilitating the reception of or the interaction with the content or administrating data related to the end-user or to the client device itself, e.g. learning user preferences for recommending movies, resolving scheduling conflicts
- H04N21/4508—Management of client data or end-user data
- H04N21/4532—Management of client data or end-user data involving end-user characteristics, e.g. viewer profile, 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]
- H04N21/40—Client devices specifically adapted for the reception of or interaction with content, e.g. set-top-box [STB]; Operations thereof
- H04N21/45—Management operations performed by the client for facilitating the reception of or the interaction with the content or administrating data related to the end-user or to the client device itself, e.g. learning user preferences for recommending movies, resolving scheduling conflicts
- H04N21/454—Content or additional data filtering, e.g. blocking advertisements
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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]
- H04N21/40—Client devices specifically adapted for the reception of or interaction with content, e.g. set-top-box [STB]; Operations thereof
- H04N21/45—Management operations performed by the client for facilitating the reception of or the interaction with the content or administrating data related to the end-user or to the client device itself, e.g. learning user preferences for recommending movies, resolving scheduling conflicts
- H04N21/466—Learning process for intelligent management, e.g. learning user preferences for recommending movies
- H04N21/4662—Learning process for intelligent management, e.g. learning user preferences for recommending movies characterized by learning algorithms
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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]
- H04N21/80—Generation or processing of content or additional data by content creator independently of the distribution process; Content per se
- H04N21/81—Monomedia components thereof
- H04N21/8106—Monomedia components thereof involving special audio data, e.g. different tracks for different languages
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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]
- H04N21/80—Generation or processing of content or additional data by content creator independently of the distribution process; Content per se
- H04N21/81—Monomedia components thereof
- H04N21/812—Monomedia components thereof involving advertisement data
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N5/00—Details of television systems
- H04N5/44—Receiver circuitry for the reception of television signals according to analogue transmission standards
- H04N5/445—Receiver circuitry for the reception of television signals according to analogue transmission standards for displaying additional information
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N7/00—Television systems
- H04N7/16—Analogue secrecy systems; Analogue subscription systems
- H04N7/162—Authorising the user terminal, e.g. by paying; Registering the use of a subscription channel, e.g. billing
- H04N7/163—Authorising the user terminal, e.g. by paying; Registering the use of a subscription channel, e.g. billing by receiver means only
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N7/00—Television systems
- H04N7/16—Analogue secrecy systems; Analogue subscription systems
- H04N7/173—Analogue secrecy systems; Analogue subscription systems with two-way working, e.g. subscriber sending a programme selection signal
- H04N7/17309—Transmission or handling of upstream communications
- H04N7/17318—Direct or substantially direct transmission and handling of requests
Definitions
- This invention relates to interactive television program guides, and more particularly, to an interactive television program guide system for determining user values for demographic categories such that the determined values can be utilized for specified uses, such as for targeting advertisements.
- Cable, satellite, and broadcast television systems provide viewers with a large number of television channels. Viewers have traditionally consulted printed television program schedules to determine the programs being broadcast at a particular time. More recently, interactive electronic television program guides have been developed that allow television program information to be displayed on a viewer's television.
- Interactive program guides are typically implemented on set-top boxes. Such program guides allow users to view television program listings in different display formats. For example, a user may instruct the program guide to display a grid of program listings organized in a channel-ordered or a time-ordered list. Users may also search and sort program listings by theme (e.g., movies, sports, etc.) or by title (i.e., alphabetically). A user may obtain additional information for a program by placing a highlight region on a desired program listing and pressing an “info” button. The user may purchase a pay program from the program guide by placing the highlight region on a program listing and pressing an “OK” button. Some systems allow the user to select a program for recording by placing the highlight region on a program listing and pressing a “record” button.
- theme e.g., movies, sports, etc.
- title i.e., alphabetically.
- a user may obtain additional information for a program by placing a highlight region on a desired program listing and pressing an “info” button. The user may
- the user's interactions with the program guide are indicative of the user's interests. For example, if the user purchases a pay-per-view movie, making that purchase shows that the user is interested in movies of that type. Searching for program listings in the category “sports” indicates that the user is interested in sports. Although the user's interactions with the program guide indicate the user's interests, previously known program guide systems did not monitor or use this information.
- demographic categories means categories of user information, such as income, age, hobbies, etc., which serve as a basis for identification and selection.
- Advantages that would be offered by such a systematic approach include greater effectiveness and less cost in achieving a specified purpose.
- the use of demographic categories means more effective targeting of advertisements and consequently lower costs. Advertisers could select demographic categories to ensure that the advertisements target only those users who would most likely be interested in the products or services they offer.
- an interactive television program guide system for determining user input values for demographic categories.
- the system includes user television equipment having a receiver for receiving program guide information for the interactive television program guide, a user input receiver for receiving user input from user interface, such as a remote control, a microprocessor which utilizes the user input received to determine user values for demographic categories, and memory for storing the user values determined.
- the receiver also receives advertisements, where the advertisements have preselected values for specified demographic categories.
- the user television equipment preferably using microprocessor, compares the preselected values for the specified demographic categories associated with the advertisements with values of corresponding demographic categories stored in memory to determine which advertisements should be displayed. Those advertisements determined to be displayable based upon the comparison are then displayed.
- FIG. 1 is a diagram of an illustrative system for targeting advertisements to a user of an interactive television program guide in accordance with the present invention.
- FIG. 2 is a list of ten exemplary demographic categories and their values, as well as preselected values for two advertisements received by the user television equipment of FIG. 1 in accordance with the present invention.
- FIG. 3 is a table showing four exemplary user inputs and their predetermined weight values to be utilized by the user television equipment of FIG. 1 to determine values for demographic categories in accordance with the present invention.
- FIG. 4 is a table showing exemplary demographic categories and preselected value and weight factor for each of the channels to be utilized by the user television equipment of FIG. 1 to determine values for demographic categories in accordance with the present invention.
- FIG. 5 is a flowchart showing steps involved in displaying advertisements based on demographic information in accordance with the present invention.
- FIG. 1 An illustrative program guide system 30 for use in targeting advertisements to specified users in accordance with the present invention is shown in FIG. 1. Although the specified purpose for which user demographic information is to be utilized is illustratively shown to be for targeting advertisements, it will be apparent to one skilled in the art that user demographic information may also be used for other specified purposes.
- a main facility 32 includes a program guide database 34 for storing program guide information, such as television program guide listings data, pay-per-view ordering information, television program promotional information, etc.
- the main facility 32 also includes an advertising database 36 for storing advertising information.
- Information from databases 34 and 36 may be transmitted to a television distribution facility 38 via communications link 40 .
- Link 40 may be a satellite link, a telephone network link, a cable or fiber optic link, a microwave link, a combination of such links, or any other suitable communications path. If it is desired to transmit video signals (e.g., for advertising and promotional videos) over link 40 in addition to data signals, a relatively high bandwidth link such as a satellite link is generally preferable to a relatively low bandwidth link such as a telephone line.
- the television distribution facility 38 is a facility for distributing television signals to users, such as a cable system headend, a broadcast distribution facility, or a satellite television distribution facility.
- the program guide information transmitted by the main facility 32 to the television distribution facility 38 includes television program listings data, such as program times, channels, titles, descriptions, etc. Transmitted program information also includes pay program data, such as pricing information for individual programs and subscription channels, time windows for ordering programs and channels, telephone numbers for placing orders that cannot be impulse ordered, etc.
- the advertising information transmitted by the main facility 32 to the television distribution facility 38 includes text, graphics, video and/or other (e.g. audio) advertisements for various products and services. As will be described in greater detail later, the advertising information may also include preselected values for demographic categories associated with each advertisement.
- some of the program guide and advertising information may be provided using data sources at facilities other than then main facility 32 .
- data related to pay program order processing e.g., billing data and the like
- order processing and billing system may be generated by an order processing and billing system that is separate from the main facility 32 and separate from the television distribution facility 38 .
- advertising information may be generated by an advertising facility that is separate from the main facility 32 and the television distribution facility 38 .
- advertising information may be maintained on a server 42 within the television distribution facility 38 , if desired.
- Server 42 may be capable of handling text, graphics, and video.
- Television distribution facility 38 distributes program guide and advertising information to user television equipment 44 via communications paths 46 .
- User television equipment may include a set-top box or may be an advanced television receiver or personal computer television (PC/TV), if desired.
- Each communications path 46 may be a satellite link, a telephone network link, a cable or fiber optic link, a microwave link, a combination of such links, or any other suitable communications path.
- Program guide data may be distributed over an out-of-band channel on path 46 , an in-band digital channel, or any other suitable technique.
- Advertising information may be distributed using any of a number of suitable techniques. For example, text and graphics advertisements may be distributed over an out-of-band channel using an out-of-band modulator. Video advertisements may also be distributed in this manner, although large quantities of video information may be more efficiently distributed using one or more digital channels on path 46 . Such digital channels may also be used for distributing text and graphics.
- Each user has a receiver unit, which is typically a set-top box 48 , but which may be other suitable television equipment into which set-top box functionality as will be described herein has been integrated.
- Program guide data is distributed to the set-top boxes 48 periodically.
- the television distribution facility 38 may also poll the set-top boxes 48 periodically for certain information (e.g., pay program account information or information regarding programs that have been purchased and viewed using locally-generated authorization techniques).
- Each set-top box 48 is typically connected to an optional videocassette recorder 50 so that selected television programs may be recorded.
- the videocassette recorder 50 is connected to a television 52 .
- the set-top box 48 tunes to a particular channel and sends control signals to the videocassette recorder 50 (e.g., using an infrared transmitter) that directs the videocassette recorder 50 to start and stop recording at appropriate times.
- An interactive television program guide is implemented on user television equipment 44 (e.g., on set-top box 48 ). During use of the interactive television program guide implemented on the set-top box 48 , television program listings may be displayed on the television 52 .
- Each set-top box 48 , videocassette recorder 50 , and television 52 may be controlled by one or more remote controls 54 or any other suitable user input interface, such as a wireless keyboard, mouse, trackball, dedicated set of buttons, etc.
- the set-top box 48 includes a microprocessor 60 , a user input receiver 62 , and memory 64 .
- Other components of the set-top box which are needed for implementing a program guide are not specifically described herein since they are not part of the present invention.
- the user input receiver 62 receives user input from remote control 54 or other user input interfaces. For example, if user input is to be transmitted by an infrared remote control signal, then the user input receiver would be an infrared signal receiver.
- the microprocessor 60 utilizes the user input signals received by the user input receiver 62 to calculate values for different demographic categories.
- the microprocessor 60 also compares the values of the relevant demographic categories for the user stored in memory 64 with the preselected values associated with each advertisement received by the set-top box 48 to determine whether the advertisement is to be displayed on the television 52 .
- Memory 64 which is preferably non-volatile memory, stores values of the demographic categories for the user. Memory 64 may also store information necessary to calculate the values of the demographic categories for the user. For example, memory 64 may store information such as the likelihood that a viewer watching the ESPN channel is a fan of sports. Such information may also be stored in another memory electrically coupled to the microprocessor 60 .
- FIG. 2 is a sample list of the demographic categories and the values of the demographic categories for the user stored in memory 64 .
- FIG. 2 also shows the preselected values for two advertisements received by the set-top box 48 .
- Under the demographic categories heading there are shown ten exemplary predefined demographic categories. These categories are: (1) sports fan, (2) science fiction fan, (3) parent, (4) dog-lover, (5) cat-lover, (6) annual income over $20,000, (7) annual income over $30,000, (8) annual income over $50,000, (9) female age range of 20-35, and (10) male age range of 18-40.
- the value for each of the demographic categories is from 0 to 1.
- Zero indicates that the user does not fit the demographic category (or the probability that the user fits the category is zero).
- One indicates that the user fully fits the demographic category (or the probability that the user fits the category is one).
- Any value between 0 and 1 indicates that the user partially fits the demographic category, with a higher number indicating a correspondingly better fit.
- the selection of this range is not significant and any other range (e.g., 1-10) or representation of the demographic information (e.g., codes, tags, characters or the like) may be used to carry out the objects of the present invention. The determination of the values for the demographic categories will be described later.
- the values for the demographic categories indicates that the user is a male in the age group of 18-40, his annual income is over $20,000 but not over $30,000, he is an unmitigated sports fan, and he is a greater cat-lover (0.7 value) than a dog-lover (0.5 value).
- Advertisement #1 which for purposes of illustration only will be assumed to be for a sports utility vehicle, has preselected values of at least 0.5 for the sports fan demographic category and 1 for the annual income over $30,000 demographic category.
- FIG. 2 is not necessarily indicative of what a real advertiser of sports utility vehicles would select in terms of values or even demographic categories, but is suitable for purposes of illustration.
- the 0.5 preselected value for the sports fan category means that the advertiser desires to target advertisement #1 to someone who is at least moderately interested in sports. In addition, the advertiser desires to target someone who is at least making $30,000 a year. Since the user in the example of FIG. 2 does not fit the income category, advertisement #1 would not be displayed on the user's television 52 .
- Advertisement #2 which for purposes of illustration only will be assumed to be for beer, has preselected values of at least 0.7 for the sports fan demographic category and 1 for the male in the age group of 18-40 demographic category.
- the 0.7 preselected value for the sports fan category means that the advertiser desires to target advertisement #2 to someone who has at least fairly significant interest in sports.
- the advertiser desires to target someone who is a male in the age group of 18-40. Since the user in FIG. 2 fits both categories as demonstrated by the values, advertisement #2 would be displayed on the user's television 52 .
- the value for each demographic category is reflective of the characteristics of the user. There are many different ways to calculate or determine values for such demographic categories. Any suitable technique for generating information representing the demographic characteristics of the user may be used if desired. For example, demographic information on users may be gathered using surveys (on-line, telephone, door-to-door, mail, program-guide-based, etc.) or other type of market research. The following describes one suitable technique for calculating or determining the values for the demographic categories based on user inputs in the program guide.
- User inputs received by the user input receiver 62 have predetermined weight values (WV) associated with them.
- WV weight values
- FIG. 3 there are shown four such exemplary user inputs with corresponding weight values (the selection of value range 0-1 for the weight values is not significant in and of itself): recording a program with weight value of 1.0; setting a reminder with weight value of 0.5; tuning to a program and watching for at least five minutes with weight value of 0.5; and retrieving information about a program with weight value of 0.25.
- the weight values are indicative of the effect the corresponding user inputs have on the values of the demographic categories.
- the greater the weight value of a user input the greater the values of the demographic categories associated with such user input. Therefore, according to the example of FIG. 3, a user who records a program will have greater values for the pertinent demographic categories than she will retrieving information about the same program. This is because the act of recording a program generally indicates a greater level of interest in the program then just retrieving information for the program.
- Each channel and program having a bearing on at least one of the demographic categories may have a preselected value (PV) for each demographic category associated with it.
- This preselected value is indicative of the channel or program's indication of how well a user fits the demographic category.
- the ESPN channel may have a preselected value of 0.95 (from value range of 0-1) associated with the sports fan demographic category since there is a very strong likelihood that a viewer of ESPN is a sports fan.
- the ESPN channel may have a preselected value of 0.5 associated with the cat-lover demographic category since there likely is not a strong connection between the two.
- the preselected values may be determined from research, survey, poll, or any other reliable means. Again, it should be noted that the selection of value range 0-1 for the preselected values is not significant in and of itself.
- the sports fan demographic category may have a default value of 0.5.
- the default value may represent the value for a “typical” user and is utilized in calculating the value of the demographic category for the user as will be discussed below.
- Each demographic category may have a period (P), which is the minimum number of user inputs necessary before the demographic category value is deemed to be meaningful and reflective of the user.
- P the minimum number of user inputs necessary before the demographic category value is deemed to be meaningful and reflective of the user.
- the sports fan demographic category may have a period of five.
- Each channel or program having a preselected value for an associated demographic category may have a predetermined weight factor (WF).
- WF weight factor
- the ESPN channel may have a weight factor of 2 for the sports fan demographic category as shown in FIG. 4.
- the weight factor represents the significance of the channel or program relative to the period for the demographic category.
- V d ⁇ ( i ) ( WV * WF * PV ) + ( ( P - ( WV * WF ) ) * V d ⁇ ( i - 1 ) ) P
- the value of the sports fan demographic category is 0.7556, indicating that the user is very much a sports fan.
- the calculated value may not be significant enough for purposes of targeting advertisements (note that the calculated value may still be used if desired). If the calculated value is not to be used for this reason, then the default value may be used instead.
- the present invention provides a decay function to “refresh” the values of the demographic categories for the user on a periodic basis, such as every seven days, or based on a specified number of user inputs.
- the decay function refreshes the value for the sports fan demographic category every seven days during which no input action has been received. If it has been seven days since the last user input affecting the sports fan demographic category has been received, the decay function will refresh the value for the sports fan category to a predetermined value, such as the default value for the demographic category.
- the decay function may also use the formula given above for vd(i), with different values/parameters. Note that it is preferable to have the microprocessor 60 perform the decay function.
- FIG. 2 there is illustrated what may be called the threshold approach of targeting advertisements to users. That is, if the preselected value(s) of a demographic category for an advertisement is met by the value of the demographic category for the user, then the advertisement is displayed to the user by the program guide.
- Another approach of targeting advertisements to users may be called the best fit or closest approach.
- the “closeness” of the preselected values of the demographic categories for an advertisement is determined from the values of the demographic categories for the user. This closeness may be determined by, for example, calculating the absolute difference between the preselected value and the user value for each demographic category, and then adding all of the absolute differences. Root-mean-square may also be used.
- the best fit approach is particularly useful where it is desired to select the advertisement(s) to be displayed from among many advertisements transmitted to the user's set-top box.
- the values of the demographic categories may be based on user information from an external source. For example, if the user's annual income is determined from publicly available information or from a form filled out by the user, then this information can be transmitted to the set-top box and stored in memory.
- the set-top box 48 calculates values for the demographic categories, stores the calculated values and other information necessary to calculate the values, and compares the values of the relevant demographic categories for the user with the preselected values associated with each advertisement to determine whether the advertisement is to be displayed.
- the program guide system of the present invention can be modified in a manner apparent to those skilled in the art reading the description herein such that any of these operations performed of the set-top box can be performed instead at the television distribution facility 38 or the main facility 32 or at any other location (not shown in FIG. 1).
- Steps involved in displaying advertisements based on demographic information are shown in FIG. 5.
- demographic category information for the user is determined using a suitable technique such as a survey, or by monitoring the user's actions with the program guide and calculating the demographic category information based upon the user's actions and preselected information stored in memory.
- the demographic category information that is representative of the user's demographic profile is stored in the user's television equipment 44 .
- advertisements with associated demographic category information are distributed to the user television equipment (e.g., by transmission from main facility 32 and distribution via television distribution facility 38 ).
- the program guide determines which advertisements are to be displayed for the user by comparing the demographic category information associated with the advertisements with the user's demographic category information.
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Priority Applications (33)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
US09/139,777 US20020095676A1 (en) | 1998-05-15 | 1998-08-25 | Interactive television program guide system for determining user values for demographic categories |
ARP990102251 AR015297A1 (es) | 1998-05-15 | 1999-05-12 | Disposicion de guia de programacion televisiva interactiva para determinar valores de usuario para categorias demograficas |
EP02011429A EP1237372B2 (fr) | 1998-05-15 | 1999-05-13 | Guide interactif de programmes de télévision permettant de déterminer des valeurs d'entrée utilisateur pour des catégories démographiques |
CA 2331302 CA2331302C (fr) | 1998-05-15 | 1999-05-13 | Guide interactif de programmes de television permettant de determiner des valeurs d'entree utilisateur pour des categories demographiques |
NZ508281A NZ508281A (en) | 1998-05-15 | 1999-05-13 | Interactive television program guide system for determining user values for demographic categories |
DE1999619761 DE69919761T3 (de) | 1998-05-15 | 1999-05-13 | Interaktives Fernsehprogrammführersystem zur Bestimmung von Benutzerwerten für demographische Kategorien |
ES02011429T ES2230417T5 (es) | 1998-05-15 | 1999-05-13 | Sistema de guia interactiva de programas de television, para determinar valores de usuario para categorias demograficas. |
PL34415399A PL344153A1 (en) | 1998-05-15 | 1999-05-13 | Interactive television program guide system for determining user values for demographic categories |
EP19990924223 EP1078525B1 (fr) | 1998-05-15 | 1999-05-13 | Guide interactif de programmes de television permettant de determiner des valeurs d'entree utilisateur pour des categories demographiques |
PCT/US1999/010586 WO1999060789A1 (fr) | 1998-05-15 | 1999-05-13 | Guide interactif de programmes de television permettant de determiner des valeurs d'entree utilisateur pour des categories demographiques |
AT99924223T ATE224626T1 (de) | 1998-05-15 | 1999-05-13 | Interaktives fernsehprogrammführungssystem zur bestimmung von benutzerwerten für demographische kategorien |
CA2620756A CA2620756C (fr) | 1998-05-15 | 1999-05-13 | Guide interactif de programmes de television permettant de determiner des valeurs d'entree utilisateur pour des categories demographiques |
CNB998061638A CN1148064C (zh) | 1998-05-15 | 1999-05-13 | 用于确定用户人口统计类目值的交互式电视节目指南系统 |
KR1020007012802A KR20010043634A (ko) | 1998-05-15 | 1999-05-13 | 인구 통계학적 카테고리에 대한 사용자 값을 결정하기위한 대화식 텔레비젼 프로그램 가이드 시스템 |
RU2000131275/09A RU2000131275A (ru) | 1998-05-15 | 1999-05-13 | Интерактивная система руководства по телевизионным программам для определения оценок пользователей по демографическим категориям |
BR9911056A BR9911056A (pt) | 1998-05-15 | 1999-05-13 | Sistema de guia de programa de televisão interativo para determinar valores do usuário para categorias demográficas |
ES99924223T ES2184454T3 (es) | 1998-05-15 | 1999-05-13 | Sistema interactivo de guia de programas de television para determinar los valores del usuario de categorias demograficas. |
AT02011429T ATE274774T1 (de) | 1998-05-15 | 1999-05-13 | Interaktives fernsehprogrammführersystem zur bestimmung von benutzerwerten für demographische kategorien |
JP2000550275A JP4436901B2 (ja) | 1998-05-15 | 1999-05-13 | 人口統計学的範疇についてのユーザー値を決定するための双方向テレビ番組ガイドシステム |
AU40775/99A AU749116B2 (en) | 1998-05-15 | 1999-05-13 | Interactive television program guide system for determining user values for demographic categories |
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DE69903019T DE69903019T2 (de) | 1998-05-15 | 1999-05-13 | Interaktives fernsehprogrammführungssystem zur bestimmung von benutzerwerten für demographische kategorien |
CA2775730A CA2775730C (fr) | 1998-05-15 | 1999-05-13 | Guide interactif de programmes de television permettant de determiner des valeurs d'entree utilisateur pour des categories demographiques |
CNA2004100078854A CN1531344A (zh) | 1998-05-15 | 1999-05-13 | 用于确定用户人口统计类目值的交互式电视节目指南系统 |
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HK03101575.8A HK1051105A1 (zh) | 1998-05-15 | 2001-08-10 | 用來測定用戶值來進行統計分類的交互性電視節目指導系統 |
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US14/643,852 US9635406B2 (en) | 1998-05-15 | 2015-03-10 | Interactive television program guide system for determining user values for demographic categories |
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