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.

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.

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

IPC: G06F17/27 ,  G06F17/28 ,  G06F16/35

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.

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.