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Paper Abstract and Keywords
Presentation 2019-03-14 10:50
Recommendation for Rental House based on Personal Preference
Yang Cao (UEC), Shinichi Nunoya, Yusuke Suzuki, Masachika Suzuki, Yosio Asada (AVANT Corporation), Hiroki Takahashi (UEC) IMQ2018-32 IE2018-116 MVE2018-63
Abstract (in Japanese) (See Japanese page) 
(in English) For real estate agent, it’s hard to understand users’ preference correctly by vocabulary and make proper recommenda-tions by those clues because of different comprehension of words among people. In this paper, rental houses are rec-ommended based on personal preference. Different parts in a house can show one’s preference, while a living room can show personal preference strongly. We therefore focus on the living room recommendation in this paper. First, we clas-sify all images from a database into 5 categories which are kitchen, bathroom, external appearance, layout sketch and living room, and use the images of living room to make recommendations. Then Convolutional Neural Networks (CNNs) are used to build preference models based on questionnaires by persons to represent various personal preferences. In the proposed method, trained preference models are used to analyze images selected by a user and the model which can represent user’s preference predicts rooms in the database of a real estate agent. Images with better predicted results are recommended to the user randomly.
Keyword (in Japanese) (See Japanese page) 
(in English) Recommender System / Neural Network / Preference model / / / / /  
Reference Info. IEICE Tech. Rep., vol. 118, no. 501, IE2018-116, pp. 55-60, March 2019.
Paper # IE2018-116 
Date of Issue 2019-03-07 (IMQ, IE, MVE) 
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)
Download PDF IMQ2018-32 IE2018-116 MVE2018-63

Conference Information
Committee IMQ IE MVE CQ  
Conference Date 2019-03-14 - 2019-03-15 
Place (in Japanese) (See Japanese page) 
Place (in English) Kagoshima University 
Topics (in Japanese) (See Japanese page) 
Topics (in English) media of five senses, multimedia, media experience, picture codinge, image media quality, network,quality and reliability, etc 
Paper Information
Registration To IE 
Conference Code 2019-03-IMQ-IE-MVE-CQ 
Language English (Japanese title is available) 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Recommendation for Rental House based on Personal Preference 
Sub Title (in English)  
Keyword(1) Recommender System  
Keyword(2) Neural Network  
Keyword(3) Preference model  
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1st Author's Name Yang Cao  
1st Author's Affiliation The University of Electro-Communications (UEC)
2nd Author's Name Shinichi Nunoya  
2nd Author's Affiliation AVANT Corporation (AVANT Corporation)
3rd Author's Name Yusuke Suzuki  
3rd Author's Affiliation AVANT Corporation (AVANT Corporation)
4th Author's Name Masachika Suzuki  
4th Author's Affiliation AVANT Corporation (AVANT Corporation)
5th Author's Name Yosio Asada  
5th Author's Affiliation AVANT Corporation (AVANT Corporation)
6th Author's Name Hiroki Takahashi  
6th Author's Affiliation The University of Electro-Communications (UEC)
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Speaker Author-1 
Date Time 2019-03-14 10:50:00 
Presentation Time 25 minutes 
Registration for IE 
Paper # IMQ2018-32, IE2018-116, MVE2018-63 
Volume (vol) vol.118 
Number (no) no.500(IMQ), no.501(IE), no.502(MVE) 
Page pp.55-60 
#Pages 6 
Date of Issue 2019-03-07 (IMQ, IE, MVE) 


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