Invention Grant
- Patent Title: Matrix factorization with approximate computing
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Application No.: US15432598Application Date: 2017-02-14
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Publication No.: US10332234B2Publication Date: 2019-06-25
- Inventor: Shiyu Chang , Liana L. Fong , Wei Tan
- Applicant: International Business Machines Corporation
- Applicant Address: US NY Armonk
- Assignee: INTERNATIONAL BUSINESS MACHINES CORPORATION
- Current Assignee: INTERNATIONAL BUSINESS MACHINES CORPORATION
- Current Assignee Address: US NY Armonk
- Agency: Amin, Turocy & Watson, LLP
- Main IPC: G06T1/20
- IPC: G06T1/20 ; G06T1/60 ; G06F17/16

Abstract:
Techniques that facilitate matrix factorization associated with graphics processing units are provided. In one example, a computer-implemented method is provided. The computer-implemented method can comprise loading, by a graphics processing unit operatively coupled to a processor, item features from a data matrix into a shared memory. The data matrix can be a matrix based on one or more user features and item features. The computer-implemented method can further comprise tiling and aggregating, by the graphics processing unit, outer products of the data matrix tiles to generate an aggregate value and approximating, by the graphics processing unit, an update to a user feature of the data matrix based on the aggregate value and the loaded item features.
Public/Granted literature
- US20180232848A1 MATRIX FACTORIZATION WITH APPROXIMATE COMPUTING Public/Granted day:2018-08-16
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