| Paper Abstract and Keywords |
| Presentation |
2011-03-04 08:30
Evaluation of Privacy Preservation Recommendation Based on Bayesian Networks Shogo Hachiya, Toshihiro Nishizono (Nihon Univ.) NS2010-242 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
This paper proposes a method for constructing privacy-preserving recommendation models for content-based filtering. After receiving private k-means clustering results calculated with encrypted user contexts, the database requests the private key holding server to decrypt the contexts and obtains their statistic. Service providers retrieve the statistic necessary for their services from the database, and make Bayesian network models. When recommending, the service providers show candidates inferred from the most suitable model selected with the encrypted context from a requesting user. Accuracy evaluation in movie recommendation shows the effectiveness of the method for long-tail users. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
User context / Bayesian Networks / Privacy Preservation / / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 110, no. 448, NS2010-242, pp. 439-444, March 2011. |
| Paper # |
NS2010-242 |
| Date of Issue |
2011-02-24 (NS) |
| 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 |
NS2010-242 |
| Conference Information |
| Committee |
IN NS |
| Conference Date |
2011-03-03 - 2011-03-04 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Okinawa Convention Center |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
General, NS+IN workshop (March 3-4) |
| Paper Information |
| Registration To |
NS |
| Conference Code |
2011-03-IN-NS |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Evaluation of Privacy Preservation Recommendation Based on Bayesian Networks |
| Sub Title (in English) |
|
| Keyword(1) |
User context |
| Keyword(2) |
Bayesian Networks |
| Keyword(3) |
Privacy Preservation |
| Keyword(4) |
|
| Keyword(5) |
|
| Keyword(6) |
|
| Keyword(7) |
|
| Keyword(8) |
|
| 1st Author's Name |
Shogo Hachiya |
| 1st Author's Affiliation |
Nihon University (Nihon Univ.) |
| 2nd Author's Name |
Toshihiro Nishizono |
| 2nd Author's Affiliation |
Nihon University (Nihon Univ.) |
| 3rd Author's Name |
|
| 3rd Author's Affiliation |
() |
| 4th Author's Name |
|
| 4th Author's Affiliation |
() |
| 5th Author's Name |
|
| 5th Author's Affiliation |
() |
| 6th Author's Name |
|
| 6th Author's Affiliation |
() |
| 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 |
2011-03-04 08:30:00 |
| Presentation Time |
20 minutes |
| Registration for |
NS |
| Paper # |
NS2010-242 |
| Volume (vol) |
vol.110 |
| Number (no) |
no.448 |
| Page |
pp.439-444 |
| #Pages |
6 |
| Date of Issue |
2011-02-24 (NS) |