Invention Grant
- Patent Title: Determining a similarity between graphs
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Application No.: US13743666Application Date: 2013-01-17
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Publication No.: US10535007B2Publication Date: 2020-01-14
- Inventor: U Kang , Ravindranath Konuru , Hanghang Tong , Jimeng Sun
- 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: Otterstedt, Wallace & Kammer, LLP
- Agent Daniel P. Morris
- Main IPC: G06F16/2457
- IPC: G06F16/2457 ; G06N5/04 ; G06N5/02

Abstract:
A method for determining a similarity between a plurality of graphs includes inferring a low-rank representation of a first graph, inferring a low-rank representation of a second graph, wherein the low-rank representations of the first and second graphs are stored in memory, estimating a left interaction between the first and second graphs, estimating a middle interaction between the first and second graphs, estimating a right interaction between the first and second graphs, wherein the estimations are based on the low-rank representations of the first and second graphs stored in memory, and aggregating the left interaction, the middle interaction and the right interaction into a kernel, wherein the kernel is indicative of the similarity between the first and second graphs.
Public/Granted literature
- US20140025689A1 DETERMINING A SIMILARITY BETWEEN GRAPHS Public/Granted day:2014-01-23
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