公开(公告)号：US11100164B2

公开(公告)日：2021-08-24

申请号：US16006076

申请日：2018-06-12

申请人： Oath Inc.

发明人： Akshay Soni ,  Aasish Kumar Pappu

IPC分类号： G06F7/00 ,  G06F16/783 ,  G06F3/0482 ,  G06F16/738 ,  G06F16/74 ,  G06F16/78 ,  G06F16/2457

摘要： One or more computing devices, systems, and/or methods for displaying videos based upon selectable inputs associated with tags are presented. For example, a video may be identified. A transcript, associated with the video, may be determined. The transcript may comprise a plurality of text segments. The transcript may be analyzed to generate a plurality of sets of tags associated with the transcript. A plurality of selectable inputs may be generated based upon the plurality of sets of tags. A video interface, comprising the plurality of selectable inputs, may be displayed on a first device. A selection of a first selectable input may be received via the video interface. The first selectable input may be associated with a first tag of the plurality of sets of tags and a first time of the video. A second device may display the video based upon the first time of the video.

公开(公告)号：US20200084519A1

公开(公告)日：2020-03-12

申请号：US16124840

申请日：2018-09-07

申请人： Oath Inc.

发明人： Aasish Pappu ,  Akshay Soni ,  Paloma de Juan

IPC分类号： H04N21/8405 ,  H04N21/845 ,  G06K9/00 ,  G06F17/21 ,  G06F17/24

摘要： Multimodal multilabel tagging of video content may include labeling the video content with topical tags that are identified based on extracted features from two or more modalities of the video content. The two or more modalities may include (i) a video modality for the object, images, and/or visual elements of the video content, (ii) a text modality for the speech, dialog, and/or text of the video content, and/or (iii) an audio modality for non-speech sounds and/or sound characteristics of the video content. Combinational multimodal multilabel tagging may include combining two or more features from the same or different modality in order to increase the contextual understanding of the features and generate contextually relevant tags. Video content may be labeled with global tags relating to overall topics of the video content, and different sets of local tags relating to topics at different segments of the video content.

公开(公告)号：US11488028B2

公开(公告)日：2022-11-01

申请号：US15476685

申请日：2017-03-31

申请人： Oath Inc.

发明人： Akshay Soni ,  Yashar Mehdad ,  Troy Chevalier

IPC分类号： G06N5/02 ,  G06N20/00 ,  G06N3/08 ,  G06Q50/00 ,  G06F16/951 ,  G06F16/9535

摘要： A method is provided, including: processing interactions by a plurality of users with a plurality of content items, the content items being provided over a network in response to user requests received over the network, wherein each content item is associated with one or more entities; for each user, determining a user entity set that includes entities associated with content items with which the user interacted; embedding the users and the entities in a vector space, wherein the embedding is configured to place a given user, and the entities of the given user's user entity set, in proximity to each other in the vector space; for each user, performing a proximity search in the vector space to identify a set of nearest entities to the user in the vector space; for each user, generating a user profile using the identified set of nearest entities to the user.

公开(公告)号：US10834211B2

公开(公告)日：2020-11-10

申请号：US16558200

申请日：2019-09-02

申请人： Oath Inc.

发明人： Akshay Soni ,  Yashar Mehdad ,  Troy Chevalier ,  Srikanth Nampelli ,  Ashwini Bhatkhande

IPC分类号： G06F15/16 ,  H04L29/08 ,  G06F16/9535 ,  G06N7/00 ,  G06N20/00

摘要： Software for a content-aggregation website generates a first representation of interests for a geographical location. The representation includes a plurality of entities that are derived from a corpus of documents. Each of the plurality of entities is associated with an expected value that is based on engagement signals from users in the geographical location and that is weighted using a sparse-polarity approach to be discriminative with respect to other entities. Each of the ingested articles is represented by the second representation that associates an aboutness score with each of the plurality of entities. The software uses the first representation, a similarity measure, and a second representation to create rankings of a plurality of ingested articles received. Then the software receives a request for access to the content-aggregation service from a new user from the geographical location and serves the new or infrequent user a content stream based on the rankings.

公开(公告)号：US10776433B2

公开(公告)日：2020-09-15

申请号：US15280976

申请日：2016-09-29

申请人： Oath Inc.

发明人： Akshay Soni ,  Troy Chevalier ,  Yashar Mehdad

IPC分类号： G06F17/30 ,  G06F16/9535 ,  G06F16/335

摘要： Software for a website hosting a content-aggregation service generates a first representation of interests for a user. The first representation includes a plurality of entities including pivot entities and extended entities, where the extended entities result from a nearest-neighbor search of word embeddings. Each of the extended entities is associated with a nearness score that is weighted using a distance of the extended entity from one of the pivot entities. For each of a plurality of articles ingested by the content-aggregation service, the software generates a second representation that associates an aboutness score with each of the plurality of entities. The software uses the first representation, a similarity measure, and the second representations to create rankings of the plurality of articles. The software receives a request for access to the content-aggregation service from the user and serves the user a content stream based at least in part on the rankings.

公开(公告)号：US10552501B2

公开(公告)日：2020-02-04

申请号：US15471455

申请日：2017-03-28

申请人： Oath Inc.

发明人： Akshay Soni ,  Yashar Mehdad ,  Aasish Pappu ,  Vivek Kulkarni ,  Sheng Chen

IPC分类号： G06F17/30 ,  G06F16/9535 ,  G06N5/02 ,  G06F16/93

摘要： A method implemented by at least one server computer is provided, including the following operations: receiving a plurality of training documents, each training document being defined by a sequence of words, each training document having one or more labels associated therewith; embedding the training documents, the words, and the labels in a vector space, wherein the embedding is configured to locate a given training document and its associated labels in proximity to each other in the vector space; embedding a new document in the vector space; performing a proximity search in the vector space to identify a set of nearest labels to the new document in the vector space; associating the nearest labels to the new document.

公开(公告)号：US20190387067A1

公开(公告)日：2019-12-19

申请号：US16558200

申请日：2019-09-02

申请人： Oath Inc.

发明人： Akshay Soni ,  Yashar Mehdad ,  Troy Chevalier ,  Srikanth Nampelli ,  Ashwini Bhatkhande

IPC分类号： H04L29/08 ,  G06N7/00 ,  G06F16/9535

摘要： Software for a content-aggregation website generates a first representation of interests for a geographical location. The representation includes a plurality of entities that are derived from a corpus of documents. Each of the plurality of entities is associated with an expected value that is based on engagement signals from users in the geographical location and that is weighted using a sparse-polarity approach to be discriminative with respect to other entities. Each of the ingested articles is represented by the second representation that associates an aboutness score with each of the plurality of entities. The software uses the first representation, a similarity measure, and a second representation to create rankings of a plurality of ingested articles received. Then the software receives a request for access to the content-aggregation service from a new user from the geographical location and serves the new or infrequent user a content stream based on the rankings.

公开(公告)号：US10965999B2

公开(公告)日：2021-03-30

申请号：US16806544

申请日：2020-03-02

申请人： Oath Inc.

发明人： Aasish Pappu ,  Akshay Soni ,  Paloma de Juan

IPC分类号： H04N5/445 ,  H04N21/8405 ,  H04N21/845 ,  G06K9/00 ,  G06F40/117 ,  G06F40/169

摘要： Multimodal multilabel tagging of video content may include labeling the video content with topical tags that are identified based on extracted features from two or more modalities of the video content. The two or more modalities may include (i) a video modality for the object, images, and/or visual elements of the video content, (ii) a text modality for the speech, dialog, and/or text of the video content, and/or (iii) an audio modality for non-speech sounds and/or sound characteristics of the video content. Combinational multimodal multilabel tagging may include combining two or more features from the same or different modality in order to increase the contextual understanding of the features and generate contextually relevant tags. Video content may be labeled with global tags relating to overall topics of the video content, and different sets of local tags relating to topics at different segments of the video content.

公开(公告)号：US10698967B2

公开(公告)日：2020-06-30

申请号：US15831189

申请日：2017-12-04

申请人： Oath Inc.

发明人： Rao Shen ,  Akshay Soni ,  Troy Chevalier ,  Xue Wu ,  Pierce Yang

IPC分类号： G06F16/9537 ,  G06Q50/00 ,  G06F16/93 ,  G06F16/335

摘要： A method is provided, including: detecting interactions by a plurality of users with a plurality of content items, each content item having an associated content item vector; for a given user, identifying interactions occurring during a current time period, including identifying positive interactions with a first set of the content items, and negative interactions with a second set of the content items; processing a first set of the content item vectors that are associated with the first set of the content items to determine a positive interaction vector; processing a second set of the content item vectors that are associated to the second set of the content items to determine a negative interaction vector; for the given user, generating a current user profile vector for the current time period, using the positive interaction vector, the negative interaction vector, and a prior user profile vector for a prior time period.

公开(公告)号：US10404813B2

公开(公告)日：2019-09-03

申请号：US15265777

申请日：2016-09-14

申请人： Oath Inc.

发明人： Akshay Soni ,  Yashar Mehdad ,  Troy Chevalier ,  Srikanth Nampelli ,  Ashwini Bhatkhande

IPC分类号： G06F15/16 ,  H04L29/08 ,  G06N7/00 ,  G06F16/9535

摘要： Software for a content-aggregation website generates a first representation of interests for a geographical location. The representation includes a plurality of entities that are derived from a corpus of documents. Each of the plurality of entities is associated with an expected value that is based on engagement signals from users in the geographical location and that is weighted using a sparse-polarity approach to be discriminative with respect to other entities. Each of the ingested articles is represented by the second representation that associates an aboutness score with each of the plurality of entities. The software uses the first representation, a similarity measure, and a second representation to create rankings of a plurality of ingested articles received. Then the software receives a request for access to the content-aggregation service from a new user from the geographical location and serves the new or infrequent user a content stream based on the rankings.