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公开(公告)号：US12118049B2
公开(公告)日：2024-10-15
申请号：US18155498
申请日：2023-01-17
Applicant: Cisco Technology, Inc.
Inventor： Qihong Shao , Josh Viktorov , Doosan Jung , Gurvinder Singh , Matthew R. Engle , David C. White, Jr.
IPC: G06F16/9535 , G06F16/906 , G06N5/022
CPC classification number: G06F16/9535 , G06F16/906 , G06N5/022
Abstract: A platform dynamically detects a user persona and facilitates a user objective in a user session. The platform obtains user activity of users across multiple historical sessions. The platform clusters similar user activity across the historical sessions to determine personas being used in the historical sessions. The platform mines sequential patterns in a set of user activity data associated with one of the personas and determines at least one predictive rule associated with that persona. Each predictive rule includes an initial activity among the set of user activity data and at least one subsequent activity in the set of user activity data.
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公开(公告)号：US20250165529A1
公开(公告)日：2025-05-22
申请号：US18514739
申请日：2023-11-20
Applicant: Cisco Technology, Inc.
Abstract: A method, computer system, and computer program product are provided for real-time video searching based on augmented knowledge graphs that are generated using machine learning models. Multimedia data is obtained comprising an image portion and an audio portion, and a user query with respect to the multimedia data is obtained. A knowledge graph of the multimedia data is generated using one or more machine learning models based on the image portion and the audio portion, wherein the knowledge graph includes a plurality of entities and relationships between entities. An augmented knowledge graph is generated, wherein the augmented knowledge graph augments the knowledge graph with additional entities and additional relationships between the additional entities using additional data that is obtained from a source external to the multimedia data. A response to the user query is provided based on the augmented knowledge graph.
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公开(公告)号：US20240378253A1
公开(公告)日：2024-11-14
申请号：US18780685
申请日：2024-07-23
Applicant: Cisco Technology, Inc.
Inventor： Qihong Shao , Josh Viktorov , Doosan Jung , Gurvinder Singh , Matthew R. Engle , David C. White, JR.
IPC: G06F16/9535 , G06F16/906 , G06N5/022
Abstract: A platform dynamically detects a user persona and facilitates a user objective in a user session. The platform obtains user activity of users across multiple historical sessions. The platform clusters similar user activity across the historical sessions to determine personas being used in the historical sessions. The platform mines sequential patterns in a set of user activity data associated with one of the personas and determines at least one predictive rule associated with that persona. Each predictive rule includes an initial activity among the set of user activity data and at least one subsequent activity in the set of user activity data.
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公开(公告)号：US20240241916A1
公开(公告)日：2024-07-18
申请号：US18155498
申请日：2023-01-17
Applicant: Cisco Technology, Inc.
Inventor： Qihong Shao , Josh Viktorov , Doosan Jung , Gurvinder Singh , Matthew R. Engle , David C. White, JR.
IPC: G06F16/9535 , G06F16/906 , G06N5/022
CPC classification number: G06F16/9535 , G06F16/906 , G06N5/022
Abstract: A platform dynamically detects a user persona and facilitates a user objective in a user session. The platform obtains user activity of users across multiple historical sessions. The platform clusters similar user activity across the historical sessions to determine personas being used in the historical sessions. The platform mines sequential patterns in a set of user activity data associated with one of the personas and determines at least one predictive rule associated with that persona. Each predictive rule includes an initial activity among the set of user activity data and at least one subsequent activity in the set of user activity data.
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