| IEICE Technical Committee Submission System Conference Paper's Information |
Online Proceedings [Sign in] Tech. Rep. Archives |
| Go Top Page | Go Previous | [Japanese] / [English] |
| Paper Abstract and Keywords | ||
| Presentation | 2019-01-17 14:50 A Study on Cache Decision Policy using User Tastes Tsukasa Kitamura (Kansai Univ.), Noriaki Kamiyama (Fukuoka Univ.), Miki Yamamoto (Kansai Univ.)  NS2018-180 |
|
| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | Today, the majority of internet traffic is video traffic such as YouTube and NetFlix. Placing copy of original video contents to replication servers nearby users is a general solution to reduce traffic load in networks. In existing research, they focus on the spatial locality and the transition of video contents. In this paper, we focus on user tastes for video contents and propose a new cache decision policy based on measured user tastes. Users which have similar tastes tend to require similar video contents, thus we utilize the measured relation among users’ requests to predict near future video content requests. Our evaluation results using MovieLens dataset show that our proposal can make clusters of users who have similar tastes and improve cache hit ratio in comparison to LRU. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Cache Decision Policy / User Tastes / Machine Learning / / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 118, no. 392, NS2018-180, pp. 13-18, Jan. 2019. | |
| Paper # | NS2018-180 | |
| Date of Issue | 2019-01-10 (NS) | |
| ISSN | 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 | NS2018-180 |
|
| Conference Information | |
| Committee | NS |
| Conference Date | 2019-01-17 - 2019-01-18 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Nagasaki Prefectural Art Museum |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Network software (Software Architecture, Middleware), Network Application, SOA/SDP, NGN/IMS/API, Distributed control/Dynamic routing, Grid, Network/System reliability, Network/System evaluation, etc. |
| Paper Information | |
| Registration To | NS |
| Conference Code | 2019-01-NS |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A Study on Cache Decision Policy using User Tastes |
| Sub Title (in English) | |
| Keyword(1) | Cache Decision Policy |
| Keyword(2) | User Tastes |
| Keyword(3) | Machine Learning |
| Keyword(4) | |
| Keyword(5) | |
| Keyword(6) | |
| Keyword(7) | |
| Keyword(8) | |
| 1st Author's Name | Tsukasa Kitamura |
| 1st Author's Affiliation | Kansai University (Kansai Univ.) |
| 2nd Author's Name | Noriaki Kamiyama |
| 2nd Author's Affiliation | Fukuoka University (Fukuoka Univ.) |
| 3rd Author's Name | Miki Yamamoto |
| 3rd Author's Affiliation | Kansai University (Kansai Univ.) |
| 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 | () |
| Speaker | Author-1 |
| Date Time | 2019-01-17 14:50:00 |
| Presentation Time | 25 minutes |
| Registration for | NS |
| Paper # | NS2018-180 |
| Volume (vol) | vol.118 |
| Number (no) | no.392 |
| Page | pp.13-18 |
| #Pages | 6 |
| Date of Issue | 2019-01-10 (NS) |
[Return to Top Page]