Paper Abstract and Keywords |
Presentation |
2010-06-14 16:55
Customized Pricing Recommender System
-- Simple Implementation and Preliminary Experiments -- Toshihiro Kamishima, Shotaro Akaho (AIST), Jun Sakuma (Univ. of Tsukuba/JST) IBISML2010-11 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Recommender systems suggests items that would be preferred to customers. Here, we propose to add new function, price discounting, to these systems. This new system determines whether it offers discounting for each customer, and thus this price-setting scheme is called price customization. We discuss the benefits that this customized pricing recommender system will bring for both customers and dealers. We propose to realize such systems by combining standard recommendation algorithm and multi-armed bandit approaches. We implemented a simple system and performed preliminary experiments on semi-simulated data. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
recommender system / collaborative filtering / price customization / multi-armed bandit / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 110, no. 76, IBISML2010-11, pp. 63-69, June 2010. |
Paper # |
IBISML2010-11 |
Date of Issue |
2010-06-07 (IBISML) |
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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IBISML2010-11 |
Conference Information |
Committee |
IBISML |
Conference Date |
2010-06-14 - 2010-06-15 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Takeda Hall, Univ. Tokyo |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Machine learning, etc. |
Paper Information |
Registration To |
IBISML |
Conference Code |
2010-06-IBISML |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Customized Pricing Recommender System |
Sub Title (in English) |
Simple Implementation and Preliminary Experiments |
Keyword(1) |
recommender system |
Keyword(2) |
collaborative filtering |
Keyword(3) |
price customization |
Keyword(4) |
multi-armed bandit |
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1st Author's Name |
Toshihiro Kamishima |
1st Author's Affiliation |
National Institute of Advanced Industrial Science and Technology (AIST) |
2nd Author's Name |
Shotaro Akaho |
2nd Author's Affiliation |
National Institute of Advanced Industrial Science and Technology (AIST) |
3rd Author's Name |
Jun Sakuma |
3rd Author's Affiliation |
University of Tsukuba/Japan Science and Technoloty Agency (Univ. of Tsukuba/JST) |
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Speaker |
Author-1 |
Date Time |
2010-06-14 16:55:00 |
Presentation Time |
15 minutes |
Registration for |
IBISML |
Paper # |
IBISML2010-11 |
Volume (vol) |
vol.110 |
Number (no) |
no.76 |
Page |
pp.63-69 |
#Pages |
7 |
Date of Issue |
2010-06-07 (IBISML) |
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