| Presentation | 2015-06-23 Differentially Private Multiple Hypothesis Testing Kazuya Kakizaki, Jun Sakuma, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Statistical hypothesis testing using test statistics ($p$-value) are commonly used for identification of new scientific findings．if a large number of test statistics are released as results of multiple hypothesis testing，it might allow to infer information associated with a specified individual from the test statistics. Differential privacy allows us to quantify information leakage caused by disclosure of statistics．This paper introduces a differential private multiple hypothesis testing framework based on the Limitless Arity Multiple Testing (LAMP) algorithm．This algorithm publishes test statistics of multiple hypothesis testing with high precision under guarantee of differential privacy. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Differential Privacy / Multiple Hypothesis Testing / Limitless Arity Multiple Testing |
| Paper # | IBISML2015-8 |
| Date of Issue | 2015-06-16 (IBISML) |
| Conference Information | |
| Committee | NC / IPSJ-BIO / IBISML / IPSJ-MPS |
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| Conference Date | 2015/6/23(3days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Okinawa Institute of Science and Technology |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Machine Learning Approach to Biodata Mining, and General |
| Chair | Toshimichi Saito(Hosei Univ.) / Masakazu Sekijima(東工大) / Takashi Washio(Osaka Univ.) / Hayaru Shouno(電通大) |
| Vice Chair | Shigeo Sato(Tohoku Univ.) / / Kenji Fukumizu(ISM) / Masashi Sugiyama(Tokyo Inst. of Tech.) |
| Secretary | Shigeo Sato(Kyushu Inst. of Tech.) / (Kyoto Sangyo Univ.) / Kenji Fukumizu(京大) / Masashi Sugiyama(お茶の水女子大) / (OIST) |
| Assistant | Hiroyuki Kanbara(Tokyo Inst. of Tech.) / Hisanao Akima(Tohoku Univ.) / / Koji Tsuda(Univ. of Tokyo) / Hisashi Kashima(Kyoto Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Neurocomputing / Special Interest Group on Bioinformatics and Genomics / Technical Committee on Infomation-Based Induction Sciences and Machine Learning / Special Interest Group on Mathematical Modeling and Problem Solving |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Differentially Private Multiple Hypothesis Testing |
| Sub Title (in English) | |
| Keyword(1) | Differential Privacy |
| Keyword(2) | Multiple Hypothesis Testing |
| Keyword(3) | Limitless Arity Multiple Testing |
| 1st Author's Name | Kazuya Kakizaki |
| 1st Author's Affiliation | Tsukuba University(Tsukuba Univ.) |
| 2nd Author's Name | Jun Sakuma |
| 2nd Author's Affiliation | Tsukuba University(Tsukuba Univ.) |
| Date | 2015-06-23 |
| Paper # | IBISML2015-8 |
| Volume (vol) | vol.115 |
| Number (no) | IBISML-112 |
| Page | pp.pp.47-54(IBISML), |
| #Pages | 8 |
| Date of Issue | 2015-06-16 (IBISML) |