Presentation 2020-02-28
Feature Interaction based Neural Network for Pair Matching Prediction
Luwei Zhang, Xueting Wang, Shintaro Kaneko, Yusuke Usui, Mizuki Kobayashi, Hiroki Kojima, Toshihiko Yamasaki,
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Abstract(in Japanese) (See Japanese page)
Abstract(in English) Online dating services have become popular in modern society. Pair matching prediction between two users in these services can help efficiently increase the probability of finding their life partners. Deep learning based methods with automatic feature interaction functions such as Factorization Machines (FMs) and cross network of Deep & Cross Network (DCN) can model sparse categorical features, which are effective to many prediction tasks of web applications. To solve the pair matching task, we improve these FM-based and DCN-based deep models by enhancing the representation of feature interaction embedding and proposing a novel design of interaction pooling layer avoiding information loss. Through the experiments on a real service dataset, we demonstrate the superior performances of our proposed models.
Keyword(in Japanese) (See Japanese page)
Keyword(in English) Pair MatchingNeural NetworkFactorization MachinesRecommendation
Paper # ITS2019-50,IE2019-88
Date of Issue 2020-02-20 (ITS, IE)

Conference Information
Committee ITE-HI / IE / ITS / ITE-MMS / ITE-ME / ITE-AIT
Conference Date 2020/2/27(2days)
Place (in Japanese) (See Japanese page)
Place (in English) Hokkaido Univ.
Topics (in Japanese) (See Japanese page)
Topics (in English) Image Processing, etc.
Chair Takehiro Nagai(Tokyo Inst. of Tech.) / / / Norihiko Ishii(NHK) / Norio Tagawa(Tokyo Metropolitan Univ.) / Nobuhiko Mukai(Tokyo Cisy Univ.)
Vice Chair / / / / Hiroyuki Arai(Nippon Institute of Technology) / Hisaki Nate(Tokyo Polytechnic Univ.)
Secretary (NTT) / / / (Fukuoka Univ.) / Hiroyuki Arai(NHK) / Hisaki Nate(NHK)
Assistant

Paper Information
Registration To Technical Group on Human Inormation / Technical Committee on Image Engineering / Technical Committee on Intelligent Transport Systems Technology / Technical Group on Multi-media Storage / Technical Group on Media Engineering / Technical Group on Artistic Image Technology
Language ENG
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) Feature Interaction based Neural Network for Pair Matching Prediction
Sub Title (in English)
Keyword(1) Pair MatchingNeural NetworkFactorization MachinesRecommendation
1st Author's Name Luwei Zhang
1st Author's Affiliation The University of Tokyo(UTokyo)
2nd Author's Name Xueting Wang
2nd Author's Affiliation The University of Tokyo(UTokyo)
3rd Author's Name Shintaro Kaneko
3rd Author's Affiliation eureka, Inc.(eureka)
4th Author's Name Yusuke Usui
4th Author's Affiliation eureka, Inc.(eureka)
5th Author's Name Mizuki Kobayashi
5th Author's Affiliation eureka, Inc.(eureka)
6th Author's Name Hiroki Kojima
6th Author's Affiliation eureka, Inc.(eureka)
7th Author's Name Toshihiko Yamasaki
7th Author's Affiliation The University of Tokyo(UTokyo)
Date 2020-02-28
Paper # ITS2019-50,IE2019-88
Volume (vol) vol.119
Number (no) ITS-421,IE-422
Page pp.pp.299-304(ITS), pp.299-304(IE),
#Pages 6
Date of Issue 2020-02-20 (ITS, IE)