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Paper Abstract and Keywords
Presentation 2020-02-28 14:40
Feature Interaction based Neural Network for Pair Matching Prediction
Luwei Zhang, Xueting Wang (UTokyo), Shintaro Kaneko, Yusuke Usui, Mizuki Kobayashi, Hiroki Kojima (eureka), Toshihiko Yamasaki (UTokyo) ITS2019-50 IE2019-88
Abstract (in Japanese) (See Japanese page) 
(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) 
(in English) Pair Matching / Neural Network / Factorization Machines / Recommendation / / / /  
Reference Info. IEICE Tech. Rep., vol. 119, no. 422, IE2019-88, pp. 299-304, Feb. 2020.
Paper # IE2019-88 
Date of Issue 2020-02-20 (ITS, IE) 
ISSN Print edition: ISSN 0913-5685  Online edition: ISSN 2432-6380
Copyright
and
reproduction
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034)
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Conference Information
Committee ITE-HI IE ITS ITE-MMS ITE-ME ITE-AIT  
Conference Date 2020-02-27 - 2020-02-28 
Place (in Japanese) (See Japanese page) 
Place (in English) Hokkaido Univ. 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Image Processing, etc. 
Paper Information
Registration To IE 
Conference Code 2020-02-HI-IE-ITS-MMS-ME-AIT 
Language English 
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 Matching  
Keyword(2) Neural Network  
Keyword(3) Factorization Machines  
Keyword(4) Recommendation  
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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)
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Speaker
Date Time 2020-02-28 14:40:00 
Presentation Time 15 
Registration for IE 
Paper # IEICE-ITS2019-50,IEICE-IE2019-88 
Volume (vol) IEICE-119 
Number (no) no.421(ITS), no.422(IE) 
Page pp.299-304 
#Pages IEICE-6 
Date of Issue IEICE-ITS-2020-02-20,IEICE-IE-2020-02-20 


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