| Paper Abstract and Keywords |
| Presentation |
2013-05-16 13:00
Multi-stage Graph Mining for Novel Item Recommendation
Atsushi Matsui, Taro Miyazaki, Ichiro Yamada, Mahito Fujii, Masahide Naemura (NHK) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
A two-stage graph mining scheme for novel item recommendation is proposed. The first stage extracts preference attribute as a topic-rating vector using a graph mining technique given a data set of item ratings, and the second stage predicts one’s preferred items out of novel domains using another graph mining procedure based on the extracted preference. We compared the prediction performance of four possible implementations using a data set of ratings of TV programs. The data set contains 368,400 ratings, ranging from -2 to +2 (negatives to positives). Each rating was provided by 1,228 subjects against 300 TV programs from the NHK On-Demand service. To describe semantic relationships between the items, we appended 1,000 metadata-nodes to each graph, which are extracted from the outline field of the Electronic Program Guide contents. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Recommender system / novel item / Random Walk with Restart / metadata / encoding / decoding / / |
| Reference Info. |
ITE Tech. Rep., vol. 37, no. 20, ME2013-61, pp. 1-4, May 2013. |
| Paper # |
ME2013-61 |
| Date of Issue |
2013-05-09 (ME, AIT) |
| ISSN |
Print edition: ISSN 1342-6893 |
| Download PDF |
|
| Conference Information |
| Committee |
ME AIT |
| Conference Date |
2013-05-16 - 2013-05-17 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Ryukoku University, Kyoto Hall |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Medeia for Business Management, Kansei Information, etc. |
| Paper Information |
| Registration To |
ME |
| Conference Code |
2013-05-ME-AIT |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Multi-stage Graph Mining for Novel Item Recommendation |
| Sub Title (in English) |
|
| Keyword(1) |
Recommender system |
| Keyword(2) |
novel item |
| Keyword(3) |
Random Walk with Restart |
| Keyword(4) |
metadata |
| Keyword(5) |
encoding |
| Keyword(6) |
decoding |
| Keyword(7) |
|
| Keyword(8) |
|
| 1st Author's Name |
Atsushi Matsui |
| 1st Author's Affiliation |
NHK Science & Technology Research Laboratories (NHK) |
| 2nd Author's Name |
Taro Miyazaki |
| 2nd Author's Affiliation |
NHK Science & Technology Research Laboratories (NHK) |
| 3rd Author's Name |
Ichiro Yamada |
| 3rd Author's Affiliation |
NHK Science & Technology Research Laboratories (NHK) |
| 4th Author's Name |
Mahito Fujii |
| 4th Author's Affiliation |
NHK Science & Technology Research Laboratories (NHK) |
| 5th Author's Name |
Masahide Naemura |
| 5th Author's Affiliation |
NHK Science & Technology Research Laboratories (NHK) |
| 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 |
2013-05-16 13:00:00 |
| Presentation Time |
30 minutes |
| Registration for |
ME |
| Paper # |
ME2013-61, AIT2013-120 |
| Volume (vol) |
vol.37 |
| Number (no) |
no.20 |
| Page |
pp.1-4 |
| #Pages |
4 |
| Date of Issue |
2013-05-09 (ME, AIT) |