| Presentation | 2023-01-19 Serendipity-aware niche content recommendation system Shogo Kawasaki, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In recent years, the Internet has seen the proliferation of e-commerce sites such as Amazon and Rakuten, and numerous distribution services such as You tube and Spotify. In these digital marketing areas, recommendation systems, a technology that recommends content suited to user preferences, have been implemented at major e-commerce and mail-order sites. However, with the current recommendation system, there are many cases where the content is not new or uninteresting to the target users. Therefore, we propose this method as a new perspective for recommender systems by solving the lack of serendipity, which is an issue in this research, by considering the user's perception of the content and the name recognition of the content to be recommended. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Machine Learning / Collaborative Filtering / Recommendation / serendipity |
| Paper # | ICM2022-37,LOIS2022-37 |
| Date of Issue | 2023-01-12 (ICM, LOIS) |
| Conference Information | |
| Committee | LOIS / ICM |
|---|---|
| Conference Date | 2023/1/19(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Kitakyushu International Conference Center |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Practical Use of Lifelog, Office Information System, Business Management, etc. |
| Chair | Hiroyuki Toda(NTT) / Yuji Nomura(Fujitsu) |
| Vice Chair | Manabu Motegi(Takushoku Univ.) / Yu Miyoshi(NTT) / Eiji Takahashi(NEC) |
| Secretary | Manabu Motegi(Nagasaki Univ.) / Yu Miyoshi(NTT) / Eiji Takahashi(NTT) |
| Assistant | Mana Sasagawa(NTT) / Ryo Yamamoto(Univ. of Electro-Comm) |
| Paper Information | |
| Registration To | Technical Committee on Life Intelligence and Office Information Systems / Technical Committee on Information and Communication Management |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Serendipity-aware niche content recommendation system |
| Sub Title (in English) | |
| Keyword(1) | Machine Learning |
| Keyword(2) | Collaborative Filtering |
| Keyword(3) | Recommendation |
| Keyword(4) | serendipity |
| 1st Author's Name | Shogo Kawasaki |
| 1st Author's Affiliation | Kanazawa Institute of Technology(KIT) |
| Date | 2023-01-19 |
| Paper # | ICM2022-37,LOIS2022-37 |
| Volume (vol) | vol.122 |
| Number (no) | ICM-337,LOIS-338 |
| Page | pp.pp.36-41(ICM), pp.36-41(LOIS), |
| #Pages | 6 |
| Date of Issue | 2023-01-12 (ICM, LOIS) |