Invention Grant
- Patent Title: Document classification device, document classification method and document classification program
-
Application No.: US16077767Application Date: 2016-12-21
-
Publication No.: US11657077B2Publication Date: 2023-05-23
- Inventor: Koji Murakami , Masato Mita
- Applicant: Rakuten Group, Inc.
- Applicant Address: JP Tokyo
- Assignee: Rakuten Group, Inc.
- Current Assignee: Rakuten Group, Inc.
- Current Assignee Address: JP Tokyo
- Agency: Sughrue Mion, PLLC
- International Application: PCT/JP2016/088160 2016.12.21
- International Announcement: WO2017/149911A 2017.09.08
- Date entered country: 2018-08-14
- Main IPC: G06F16/35
- IPC: G06F16/35 ; G06F16/28 ; G06F16/93 ; G06F16/22 ; G06V30/413 ; G06V30/19 ; G06N20/00 ; G06F18/243

Abstract:
A computer system document according to one embodiment includes a generation unit and an update unit. The generation unit performs first machine learning on a target document, as input data, to which a correct path in a tree structure where each node indicates a document category is given, and thereby generates a classification model indicating a right path to a leaf node for the target document. The update unit performs second machine learning that applies, to the classification model, the target document to which the correct path is not given, and when a path from an Nth level node to an (N+1)th level node is different from the correct path, updates the classification model by setting a modified path from the (N+1)th level node to an (N+2)th level node different from a child node of the (N+1)th level node based on the correct path.
Public/Granted literature
- US20190050755A1 DOCUMENT CLASSIFICATION DEVICE, DOCUMENT CLASSIFICATION METHOD AND DOCUMENT CLASSIFICATION PROGRAM Public/Granted day:2019-02-14
Information query