| Presentation | 2012-07-30 A Comparison of Clustering Methods in Privacy Preserving Collaborative Filtering Yui MATSUMOTO, Katsuhiro HONDA, Akira NOTSU, Hidetomo ICHIHASHI, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Collaborative filtering achieves personalized recommendation based on user collaboration. In this paper, how to preserve personal information in collaborative filtering is studied through several comparative experiments. k-anonymization is a standard method for guaranteeing personal privacy, in which data records are summarized so that any record is indistinguishable from at least (k-1) other records. This study compares several clustering-based k-anonymization models in the context of collaborative filtering application. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Privacy Preserving / Collaborative Filtering / Clustering Methods |
| Paper # | NC2012-14 |
| Date of Issue |
| Conference Information | |
| Committee | NC |
|---|---|
| Conference Date | 2012/7/23(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | |
| Vice Chair | |
| Secretary | |
| Assistant | |
| Paper Information | |
| Registration To | Neurocomputing (NC) |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A Comparison of Clustering Methods in Privacy Preserving Collaborative Filtering |
| Sub Title (in English) | |
| Keyword(1) | Privacy Preserving |
| Keyword(2) | Collaborative Filtering |
| Keyword(3) | Clustering Methods |
| 1st Author's Name | Yui MATSUMOTO |
| 1st Author's Affiliation | Graduate School of Engineering, Osaka Prefecture University() |
| 2nd Author's Name | Katsuhiro HONDA |
| 2nd Author's Affiliation | Graduate School of Engineering, Osaka Prefecture University |
| 3rd Author's Name | Akira NOTSU |
| 3rd Author's Affiliation | Graduate School of Engineering, Osaka Prefecture University |
| 4th Author's Name | Hidetomo ICHIHASHI |
| 4th Author's Affiliation | Graduate School of Engineering, Osaka Prefecture University |
| Date | 2012-07-30 |
| Paper # | NC2012-14 |
| Volume (vol) | vol.112 |
| Number (no) | 168 |
| Page | pp.pp.- |
| #Pages | 4 |
| Date of Issue | |