| Paper Abstract and Keywords |
| Presentation |
2012-06-11 14:00
Input action classification using principal component analysis in a 3D gesture interface for mobile devices
Tomoko Muraiso, Kayo Ogawa (JWU), Takashi Komuro (Saitama Univ.) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
In this research we propose a new motion classification method using principal component analysis to improve operability of a 3D gesture interface that assists text input on mobile devices. By applying principal component analysis to time-series finger scale data, the amount of information is reduced and only necessary information for classification is obtained. The result of experiment using a numerical keypad application showed that up to third principal components had eigenvalues more than one, and that the cumulative contribution ratio was more than 99%. The result of discriminant analysis showed that the proposed method achieved 94.3% recognition accuracy for mobile phone number input and 94.8% for circular constant input. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
action recognition / virtual keyboard / time-series analysis / machine learning / / / / |
| Reference Info. |
ITE Tech. Rep., vol. 36, no. 21, IST2012-31, pp. 9-12, June 2012. |
| Paper # |
IST2012-31 |
| Date of Issue |
2012-06-04 (IST, ME) |
| ISSN |
Print edition: ISSN 1342-6893 |
| Download PDF |
|
| Conference Information |
| Committee |
ME IST |
| Conference Date |
2012-06-11 - 2012-06-11 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Kanazawa Univ. |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
IST |
| Conference Code |
2012-06-ME-IST |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Input action classification using principal component analysis in a 3D gesture interface for mobile devices |
| Sub Title (in English) |
|
| Keyword(1) |
action recognition |
| Keyword(2) |
virtual keyboard |
| Keyword(3) |
time-series analysis |
| Keyword(4) |
machine learning |
| Keyword(5) |
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| 1st Author's Name |
Tomoko Muraiso |
| 1st Author's Affiliation |
Japan Women's University (JWU) |
| 2nd Author's Name |
Kayo Ogawa |
| 2nd Author's Affiliation |
Japan Women's University (JWU) |
| 3rd Author's Name |
Takashi Komuro |
| 3rd Author's Affiliation |
Saitama University (Saitama Univ.) |
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| Speaker |
Author-3 |
| Date Time |
2012-06-11 14:00:00 |
| Presentation Time |
30 minutes |
| Registration for |
IST |
| Paper # |
IST2012-31, ME2012-82 |
| Volume (vol) |
vol.36 |
| Number (no) |
no.21 |
| Page |
pp.9-12 |
| #Pages |
4 |
| Date of Issue |
2012-06-04 (IST, ME) |