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公开(公告)号：US11232783B2
公开(公告)日：2022-01-25
申请号：US16566538
申请日：2019-09-10
Applicant: Samsung Electronics Co., Ltd.
Inventor： Anil Yadav , Chutian Wang , Melvin Lobo
IPC: G10L15/00 , G10L15/08 , G06F16/35 , G06F16/335 , G10L15/26
Abstract: A system and method for dynamic cluster personalization is provided. A method of dynamic cluster personalization comprises acquiring information from a user, creating a usage log based on the acquired user information including language information and generating user features based on the usage log. The method further comprises determining a clustering feature from the user features, creating a user cluster based on the clustering feature, determining a personalization feature within the user cluster from the user features, generating a personalization for the user cluster based on the personalization feature and applying the personalization to the users in the user cluster.
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公开(公告)号：US10860801B2
公开(公告)日：2020-12-08
申请号：US16248684
申请日：2019-01-15
Applicant: Samsung Electronics Co., Ltd.
Inventor： Anil Yadav , Melvin Lobo , Chutian Wang
IPC: G06F17/27 , G06F16/35 , G06F40/295 , G06F40/40
Abstract: A method includes extracting a keyword and a slot from a natural language input, where the slot includes information. The method includes determining whether the keyword corresponds to one of a plurality of formation groups. In response to determining that the keyword corresponds to a specific formation group, the method includes updating metadata of the specific formation group with the information of the slot. In response to determining that the keyword does not correspond to any of the formation groups, the method includes determining whether the keyword corresponds to one of a plurality of clusters. In response to determining that the keyword corresponds to a specific cluster, the method includes updating the specific cluster with the information of the slot. In response to determining that the keyword does not correspond to any of the clusters, the method includes creating an additional formation group that includes the keyword and the slot.
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公开(公告)号：US11481558B2
公开(公告)日：2022-10-25
申请号：US16566459
申请日：2019-09-10
Applicant: Samsung Electronics Co., Ltd.
Inventor： Allan J. Schwade , Anil Yadav , Melvin Lobo
IPC: G06F40/30 , G06N20/00 , G06F40/284
Abstract: A system and method for creating organized intent clusters or scenes using machine learning algorithms is provided. A method of creating organized intent clusters or scenes comprises extracting intent features related to the plurality of request inputs. The method also includes creating a plurality of groups comprising the extracted intent features. The method includes identifying a cluster based on co-occurring extracted intent features, the co-occurring extracted intent features belonging to a plurality of domains. The method further includes generating a proto-scene based in part by ranking the extracted intent features within the cluster.
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Patent Agency Ranking
公开(公告)号：US20210343277A1
公开(公告)日：2021-11-04
申请号：US17160278
申请日：2021-01-27
Applicant: Samsung Electronics Co., Ltd.
Inventor： Suhel Jaber , Anil Yadav , Melvin Lobo , Sukrat Gupta
Abstract: An electronic device includes an audio sensor, a memory, and at least one processor coupled to the audio sensor and the memory. The at least one processor is configured to receive, via the audio sensor an audio input. The at least one processor is further configured to perform, using an automatic speech recognition (ASR) model and an entity prediction model, out-of-vocabulary prediction of an entity. The at least one processor is further configured to receive an ASR hypothesis including the predicted entity. The at least one processor is further configured to output text including the predicted entity.
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公开(公告)号：US12020693B2
公开(公告)日：2024-06-25
申请号：US17160278
申请日：2021-01-27
Applicant: Samsung Electronics Co., Ltd.
Inventor： Suhel Jaber , Anil Yadav , Melvin Lobo , Sukrat Gupta
Abstract: An electronic device includes an audio sensor, a memory, and at least one processor coupled to the audio sensor and the memory. The at least one processor is configured to receive, via the audio sensor an audio input. The at least one processor is further configured to perform, using an automatic speech recognition (ASR) model and an entity prediction model, out-of-vocabulary prediction of an entity. The at least one processor is further configured to receive an ASR hypothesis including the predicted entity. The at least one processor is further configured to output text including the predicted entity.
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公开(公告)号：US20200081975A1
公开(公告)日：2020-03-12
申请号：US16248684
申请日：2019-01-15
Applicant: Samsung Electronics Co., Ltd.
Inventor： Anil Yadav , Melvin Lobo , Chutian Wang
Abstract: A method includes extracting a keyword and a slot from a natural language input, where the slot includes information. The method includes determining whether the keyword corresponds to one of a plurality of formation groups. In response to determining that the keyword corresponds to a specific formation group, the method includes updating metadata of the specific formation group with the information of the slot. In response to determining that the keyword does not correspond to any of the formation groups, the method includes determining whether the keyword corresponds to one of a plurality of clusters. In response to determining that the keyword corresponds to a specific cluster, the method includes updating the specific cluster with the information of the slot. In response to determining that the keyword does not correspond to any of the clusters, the method includes creating an additional formation group that includes the keyword and the slot.
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公开(公告)号：US20200082811A1
公开(公告)日：2020-03-12
申请号：US16566538
申请日：2019-09-10
Applicant: Samsung Electronics Co., Ltd.
Inventor： Anil Yadav , Chutian Wang , Melvin Lobo
IPC: G10L15/08 , G06F16/35 , G10L15/26 , G10L15/00 , G06F16/335
Abstract: A system and method for dynamic cluster personalization is provided. A method of dynamic cluster personalization comprises acquiring information from a user, creating a usage log based on the acquired user information including language information and generating user features based on the usage log. The method further comprises determining a clustering feature from the user features, creating a user cluster based on the clustering feature, determining a personalization feature within the user cluster from the user features, generating a personalization for the user cluster based on the personalization feature and applying the personalization to the users in the user cluster.
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公开(公告)号：US20200081981A1
公开(公告)日：2020-03-12
申请号：US16566459
申请日：2019-09-10
Applicant: Samsung Electronics Co., Ltd.
Inventor： Allan J. Schwade , Anil Yadav , Melvin Lobo
Abstract: A system and method for creating organized intent clusters or scenes using machine learning algorithms is provided. A method of creating organized intent clusters or scenes comprises extracting intent features related to the plurality of request inputs. The method also includes creating a plurality of groups comprising the extracted intent features. The method includes identifying a cluster based on co-occurring extracted intent features, the co-occurring extracted intent features belonging to a plurality of domains. The method further includes generating a proto-scene based in part by ranking the extracted intent features within the cluster.
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