Invention Grant
- Patent Title: Analyzing sequences of interactions using a neural network with attention mechanism
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Application No.: US17204578Application Date: 2021-03-17
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Publication No.: US11714997B2Publication Date: 2023-08-01
- Inventor: Moein Saleh , Chiara Poletti , Shiying He , Hagar Oppenheim , Xing Ji
- Applicant: PayPal, Inc.
- Applicant Address: US CA San Jose
- Assignee: PayPal, Inc.
- Current Assignee: PayPal, Inc.
- Current Assignee Address: US CA San Jose
- Agency: Kowert, Hood, Munyon, Rankin & Goetzel, P.C.
- Agent Dean M. Munyon
- Main IPC: H04L67/306
- IPC: H04L67/306 ; G06N3/049 ; G06F17/18 ; G06Q20/40

Abstract:
Users interact with a computer system, which collects data about individual interactions the users have had with the computer system. The users are sorted into one of a first group or a second group. The computer system generates respective user sequence models for the users using information representing the individual interactions. The computer system analyzes the respective user sequence models using a recurrent neural network with an attention mechanism, which produces respective vectors corresponding to the user sequence models. Individual values in the vectors represent respective individual interactions by a given user and correspond to an amount of correlation between the respective individual interactions and the sorting of the given user into the first group or the second group. The computer system identifies a particular type of interaction that is correlated to users being sorted into the first group by analyzing the respective vectors.
Public/Granted literature
- US20220300785A1 ANALYZING SEQUENCES OF INTERACTIONS USING A NEURAL NETWORK WITH ATTENTION MECHANISM Public/Granted day:2022-09-22
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