Presentation | 2023-01-19 Study of similarity calculation method personal authentication method using changeable granularity living areas based on GPS data Daisuke Toyama, Sunao Hara, Masanobu Abe, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | In this study, we study personal authentication using the living areas based on GPS data.The latitude and longitude of the GPS data are assigned to the IDs of tiles that divide the world map into hexagons, and the living area is represented as a set of hexagons of points on the map, such as places to stay and travel routes. We assume that the use of changeable granularity living areas can be used for logging into applications and access control as personal authentication that does not require passwords, security codes, or any other special operations. In this paper, we first use the user's living area for one month as registration data, and the user's living area for one week as input data. Then, we perform similarity calculations using the Simpson's coefficient, the Dice similarity coefficient, and the Cosine similarity between the two living areas, and consider personal authentication based on identity determination using a threshold value.As a result of the comparison, it was found that the Cosine similarity has the highest authentication accuracy in personal authentication using the living areas. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | GPS / living area / GeoHex / personal authentication / cosine similarity |
Paper # | ICM2022-35,LOIS2022-35 |
Date of Issue | 2023-01-12 (ICM, LOIS) |
Conference Information | |
Committee | LOIS / ICM |
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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 |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Study of similarity calculation method personal authentication method using changeable granularity living areas based on GPS data |
Sub Title (in English) | |
Keyword(1) | GPS |
Keyword(2) | living area |
Keyword(3) | GeoHex |
Keyword(4) | personal authentication |
Keyword(5) | cosine similarity |
1st Author's Name | Daisuke Toyama |
1st Author's Affiliation | Okayama University(Okayama Univ.) |
2nd Author's Name | Sunao Hara |
2nd Author's Affiliation | Okayama University(Okayama Univ.) |
3rd Author's Name | Masanobu Abe |
3rd Author's Affiliation | Okayama University(Okayama Univ.) |
Date | 2023-01-19 |
Paper # | ICM2022-35,LOIS2022-35 |
Volume (vol) | vol.122 |
Number (no) | ICM-337,LOIS-338 |
Page | pp.pp.25-30(ICM), pp.25-30(LOIS), |
#Pages | 6 |
Date of Issue | 2023-01-12 (ICM, LOIS) |