| Paper Abstract and Keywords |
| Presentation |
2012-02-21 11:00
A Note on User Clustering Using Measurement of Levels of Interest Estimated from Viewing Behavior
Tetsuo Shiraishi, Takahiro Ogawa, Miki Haseyama (Hokkaido Univ.) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
This paper presents a user clustering method using levels of interest estimated from viewing behavior.In the proposed method, levels of interest for each user are estimated by Support Vector Machine(SVM) based on features extracted from the user's viewing behavior and videos.Furthermore, the users are clustered by applying the clustering method to the partial regression coefficients obtained by multiple regression analysis using levels of interest for each user and their corresponding video features.Thus, the proposed method can obtain the user groups which have similar trends of interest. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
user clustering / levels of interest / video recommendation / Support Vector Machine / multiple regression analysis / / / |
| Reference Info. |
ITE Tech. Rep., vol. 36, no. 9, ME2012-56, pp. 189-193, Feb. 2012. |
| Paper # |
ME2012-56 |
| Date of Issue |
2012-02-13 (HI, ME, AIT) |
| ISSN |
Print edition: ISSN 1342-6893 |
| Download PDF |
|
| Conference Information |
| Committee |
ME AIT HI IEICE-IE IEICE-ITS |
| Conference Date |
2012-02-20 - 2012-02-21 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Hokkaido Univ. |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
ME |
| Conference Code |
2012-02-ME-AIT-HI-IE-ITS |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
A Note on User Clustering Using Measurement of Levels of Interest Estimated from Viewing Behavior |
| Sub Title (in English) |
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| Keyword(1) |
user clustering |
| Keyword(2) |
levels of interest |
| Keyword(3) |
video recommendation |
| Keyword(4) |
Support Vector Machine |
| Keyword(5) |
multiple regression analysis |
| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Tetsuo Shiraishi |
| 1st Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
| 2nd Author's Name |
Takahiro Ogawa |
| 2nd Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
| 3rd Author's Name |
Miki Haseyama |
| 3rd Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2012-02-21 11:00:00 |
| Presentation Time |
20 minutes |
| Registration for |
ME |
| Paper # |
HI2012-18, ME2012-56, AIT2012-18 |
| Volume (vol) |
vol.36 |
| Number (no) |
no.9 |
| Page |
pp.189-193 |
| #Pages |
5 |
| Date of Issue |
2012-02-13 (HI, ME, AIT) |