| 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 |
| Keyword(4) |
|
| Keyword(5) |
|
| Keyword(6) |
|
| Keyword(7) |
|
| Keyword(8) |
|
| 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) |
| 7th Author's Name |
|
| 7th Author's Affiliation |
() |
| 8th Author's Name |
|
| 8th Author's Affiliation |
() |
| 9th Author's Name |
|
| 9th Author's Affiliation |
() |
| 10th Author's Name |
|
| 10th Author's Affiliation |
() |
| 11th Author's Name |
|
| 11th Author's Affiliation |
() |
| 12th Author's Name |
|
| 12th Author's Affiliation |
() |
| 13th Author's Name |
|
| 13th Author's Affiliation |
() |
| 14th Author's Name |
|
| 14th Author's Affiliation |
() |
| 15th Author's Name |
|
| 15th Author's Affiliation |
() |
| 16th Author's Name |
|
| 16th Author's Affiliation |
() |
| 17th Author's Name |
|
| 17th Author's Affiliation |
() |
| 18th Author's Name |
|
| 18th Author's Affiliation |
() |
| 19th Author's Name |
|
| 19th Author's Affiliation |
() |
| 20th Author's Name |
|
| 20th Author's Affiliation |
() |
| 21st Author's Name |
|
| 21st Author's Affiliation |
() |
| 22nd Author's Name |
|
| 22nd Author's Affiliation |
() |
| 23rd Author's Name |
|
| 23rd Author's Affiliation |
() |
| 24th Author's Name |
|
| 24th Author's Affiliation |
() |
| 25th Author's Name |
|
| 25th Author's Affiliation |
() |
| 26th Author's Name |
/ / |
| 26th Author's Affiliation |
()
() |
| 27th Author's Name |
/ / |
| 27th Author's Affiliation |
()
() |
| 28th Author's Name |
/ / |
| 28th Author's Affiliation |
()
() |
| 29th Author's Name |
/ / |
| 29th Author's Affiliation |
()
() |
| 30th Author's Name |
/ / |
| 30th Author's Affiliation |
()
() |
| 31st Author's Name |
/ / |
| 31st Author's Affiliation |
()
() |
| 32nd Author's Name |
/ / |
| 32nd Author's Affiliation |
()
() |
| 33rd Author's Name |
/ / |
| 33rd Author's Affiliation |
()
() |
| 34th Author's Name |
/ / |
| 34th Author's Affiliation |
()
() |
| 35th Author's Name |
/ / |
| 35th Author's Affiliation |
()
() |
| 36th Author's Name |
/ / |
| 36th Author's Affiliation |
()
() |
| 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) |