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公开(公告)号：US20240340497A1
公开(公告)日：2024-10-10
申请号：US18748794
申请日：2024-06-20
IPC分类号： H04N21/466 , G06N7/01 , G06N20/00 , G06Q30/0251 , H04N21/442 , H04N21/45 , H04N21/84
CPC分类号： H04N21/4667 , G06N7/01 , G06N20/00 , G06Q30/0255 , H04N21/44224 , H04N21/4532 , H04N21/84
摘要： Methods, apparatus, systems and articles of manufacture to impute media consumption behavior are disclosed. An example system includes one or more media meters to obtain tuning data, one or more people meters to obtain viewing data, and one or more servers to, in response to a determination that a difference satisfies a first threshold, determine that a first subset of the tuning data associated with first panelist households having tuned to first media in a first area exhibits local bias, determine that a second subset of the viewing data associated with second panelist households having viewed the first media in the second area represents heavy viewing, and impute the second subset of the viewing data for the first subset of the tuning data in response to the second subset of the viewing data representing heavy viewing.
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2.发明公开公开(公告)号：US20240314392A1
公开(公告)日：2024-09-19
申请号：US18675537
申请日：2024-05-28
发明人： Remy Spoentgen , Jonathan Sullivan , Molly Poppie , Gwendolyn Gillingham , Jessica Brinson , PengFei Yi
IPC分类号： H04N21/442 , G06F18/2132 , G06F18/2321
CPC分类号： H04N21/44222 , G06F18/21326 , G06F18/2321
摘要： Disclosed examples access media impression data via one or more wireless communications, the media impression data including panel data obtained from a meter and impression information obtained after an access of media at a computing device; determine an audience deduplication based on the panel data; determine odds ratios for platform combinations based on the audience deduplication; determine posterior distributions for the media based on the odds ratios; perform a sequential odds ratio insertion technique based on the posterior distributions to determine unique audience sizes; align the unique audience sizes based on a constraint; and generate a report including the aligned unique audience sizes.
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公开(公告)号：US20240267577A1
公开(公告)日：2024-08-08
申请号：US18391695
申请日：2023-12-21
IPC分类号： H04N21/258 , H04N21/25 , H04N21/2668 , H04N21/442
CPC分类号： H04N21/25841 , H04N21/25883 , H04N21/2668 , H04N21/44222 , H04N21/252
摘要： Example methods, apparatus, systems and articles of manufacture (e.g., physical storage media) to assign respondents to geographic locations for audience measurement are disclosed. Example apparatus disclosed herein are to determine a set of constraints based on aggregate values of demographic features associated with respective ones of the geographic locations. Disclosed example apparatus are also to construct a model to return probabilities that respective ones the respondents are associated with the respective ones of the geographic locations, the model to have a set of parameters, respective ones of the parameters to be associated with respective ones of the constraints. Disclosed example apparatus are further to evaluate the model based on values of the set of parameters and values of the demographic features for a first one of the respondents to determine a set of probabilities that the first respondent is to be assigned to respective ones of the geographic locations.
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公开(公告)号：US11854030B2
公开(公告)日：2023-12-26
申请号：US17362404
申请日：2021-06-29
发明人： Michael Sheppard , Jonathan Sullivan , Diane Morovati Lopez , Jake Ryan Dailey , Christie Nicole Summers , Molly Poppie
IPC分类号： G06Q10/00 , G06Q30/0204 , G06F16/22 , G06Q30/0201
CPC分类号： G06Q30/0204 , G06F16/22 , G06Q30/0201
摘要： Methods and apparatus to estimate cardinality across multiple datasets represented using Bloom filter arrays are disclosed. Disclosed examples include processor circuitry to execute and/or instantiate instructions to determine an inclusion-exclusion expression that defines an audience size for a user group of interest. Terms in the inclusion-exclusion expression corresponding to either a first cardinality of a first one of at least three Bloom filter arrays or a second cardinality of a union of two or more of the Bloom filter arrays. Different ones of the Bloom filter arrays representative of different sets of users who accessed media. The at least one processor further to estimate, based on the inclusion-exclusion expression, the audience size of the user group of interest.
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公开(公告)号：US11758229B2
公开(公告)日：2023-09-12
申请号：US17902612
申请日：2022-09-02
发明人： Jonathan Sullivan , Michael D. Morgan , Balachander Shankar , Edward Murphy , Michael Sheppard , Frank Downing
IPC分类号： H04N21/466 , H04N21/442 , H04N21/81 , H04N21/258 , H04N21/61 , H04N21/239 , G06Q30/0201 , G06Q30/02 , G06Q30/0202
CPC分类号： H04N21/4667 , G06Q30/02 , G06Q30/0201 , G06Q30/0202 , G06Q30/0206 , H04N21/239 , H04N21/25883 , H04N21/25891 , H04N21/44222 , H04N21/6156 , H04N21/812
摘要： Methods, apparatus, systems, and articles of manufacture are disclosed to generate synthetic respondent level data. An example apparatus includes at least one memory; processor circuitry to execute instructions to: identify locations corresponding to monitored panelists; when a location of the identified locations corresponds to two or more affiliates, sum tuning minutes of the two or more affiliates; generate an affiliate probability based on the sum; convert first data of households in the location to a candidate receivability session based on the affiliate probability; generate a seed panel, the seed panel to include at least one of the monitored panelists selected based on a population associated with return path data; and donate second data associated with a donor pool of first panelists to second panelists included in the seed panel when the second panelists are included in the seed panel, the second panelists corresponds to faulty media monitoring equipment.
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公开(公告)号：US11758227B2
公开(公告)日：2023-09-12
申请号：US17443916
申请日：2021-07-28
IPC分类号： H04N21/466 , H04N21/25 , H04N21/258
CPC分类号： H04N21/4665 , H04N21/252 , H04N21/25883 , H04N21/4667
摘要： An example includes splitting audience member records into child nodes based on comparisons of first ones of attribute-value pairs of the audience member records to a first threshold, the attribute-value pairs representative of database subscriber activity data of corresponding audience members; in response to a quantity of ones of the audience member records in a first child node not satisfying the minimum leaf size, storing a terminal node value to indicate the first child node as a terminal node associated with one age category; in response to the quantity of the ones of the audience member records in the first child node satisfying the minimum leaf size, storing an intermediate node value to indicate the first child node as an intermediate node; and generating an age-correction model based on terminal nodes to facilitate correcting a database subscriber age characteristic associated with a media impression that is logged by a server.
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7.发明授权公开(公告)号：US11687967B2
公开(公告)日：2023-06-27
申请号：US17947928
申请日：2022-09-19
发明人： Michael R. Sheppard , Jonathan Sullivan , Jake Ryan Dailey , Diane Morovati Lopez , Molly Poppie
IPC分类号： G06Q30/0242 , H04L65/60 , G06F16/43 , H04L67/50
CPC分类号： G06Q30/0242 , G06F16/43 , H04L65/60 , H04L67/535
摘要： A disclosed example includes at least one memory, programmable circuitry, and instructions to cause the programmable circuitry to increment a first value corresponding to a first position in a vector based on a first bit value representation, the first bit value representation corresponding to a first audience member identifier; increment a second value corresponding to a second position in the vector based on a second bit value representation, the second bit value representation corresponding to a second audience member identifier; estimate the second frequency moment of the media impression data using the vector; determine the variance of the second frequency moment; and based on the second frequency moment, schedule a query of the media impression data to be processed by a computer at a future time.
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8.发明公开公开(公告)号：US20230177531A1
公开(公告)日：2023-06-08
申请号：US17898265
申请日：2022-08-29
发明人： Michael Sheppard , Jonathan Sullivan , Jake Dailey , Jessica Brinson , Christie Nicole Summers , Diane Morovati Lopez , Molly Poppie
IPC分类号： G06Q30/02
CPC分类号： G06Q30/0201
摘要： Methods, apparatus, and systems are disclosed for audience-based deduplication using vector-of-counts (VOC) central moments. An example system to determine an audience size for media based on vector of counts sketch data, the system including memory, programmable circuitry, and instructions to cause the programmable circuitry to apply a hash function to first vector of counts sketch data, second vector of counts sketch data, and third vector of counts sketch data to remove personally identifiable information, determine a first covariance matrix associated with intersection cardinalities of at least two of the first, second, or third vector of counts, determine a second covariance matrix associated with disjoint cardinalities of the at least two of the first, second, or third vector of counts, and determine the audience size based on the first covariance matrix or the second covariance matrix.
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公开(公告)号：US20230110044A1
公开(公告)日：2023-04-13
申请号：US17986571
申请日：2022-11-14
IPC分类号： H04N21/466 , H04N21/45 , G06N20/00 , H04N21/442 , G06N7/01 , G06Q30/0251 , H04N21/84
摘要： Methods, apparatus, systems and articles of manufacture to impute media consumption behavior are disclosed. An example system includes one or more media meters to obtain tuning data, one or more people meters to obtain viewing data, and one or more servers to, in response to a determination that a difference satisfies a first threshold, determine that a first subset of the tuning data associated with first panelist households having tuned to first media in a first area exhibits local bias, determine that a second subset of the viewing data associated with second panelist households having viewed the first media in the second area represents heavy viewing, and impute the second subset of the viewing data for the first subset of the tuning data in response to the second subset of the viewing data representing heavy viewing.
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公开(公告)号：US20230075196A1
公开(公告)日：2023-03-09
申请号：US17984986
申请日：2022-11-10
发明人： Matthew VanLandeghem , Jessica Brinson , Sagar Sanghavi , Lianghua Shao , Jonathan Sullivan , Billie J. Kline , Mala Sivarajan , Shruthi Koundinya Nagaraja , Logan Thomas , Arushi Kumar
IPC分类号： G06Q30/02 , G06N5/04 , H04L67/303 , G06N20/00 , G06F16/2457 , H04L67/306 , G06F16/9536 , G06F16/23 , G06F21/62 , G06F16/28 , G06F16/215 , H04L67/53 , H04L67/50
摘要： A disclosed example includes aggregating first performance results of computer-generated machine learning models to generate aggregated performance results, the first performance results based on a comparison of audience member demographic data to training results, the training results generated by the computer-generated machine learning models based on at least one of: (a) a composition of a household, (b) a type of first media, (c) a daypart during which the first media was accessed, or (d) a time at which the first media was accessed; selecting at least one of the computer-generated machine learning models based on a comparison of ones of the first performance results to the aggregated performance results; and applying the at least one of the computer-generated machine learning models to correct a computer-generated error in computer-collected audience measurement data, the computer-collected audience measurement data corresponding to accesses to second media.
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