Presentation 2018-03-19
Confidence Estimation for English Word Typing by Using a Key-Logger
Takanori Maruichi, Shuji Sakamoto, Olivier Augereau, Koichi Kise,
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Abstract(in Japanese) (See Japanese page)
Abstract(in English) Reviewing plays an important role in English vocabulary acquisition. However, we tend to overlook the words that were correctly answered without confident. In this research, we estimate confidence in answering English word typing questions to let learners reviewing more effectively. We use keystroke information acquired by a key-logger to estimate the confidence. In order to evaluate the proposed method, we employed the dataset obtained from 12 participants answering 120 questions. From the experimental results on estimating the confidence, the proposed method has achieved the average accuracy of 91.3% in the case of user-dependent learning, and 89.8% in the case of user-independent learning.
Keyword(in Japanese) (See Japanese page)
Keyword(in English) English learning / vocabulary acquisition / keystroke analysis / confidence estimation / SVM
Paper # BioX2017-61,PRMU2017-197
Date of Issue 2018-03-11 (BioX, PRMU)

Conference Information
Committee PRMU / BioX
Conference Date 2018/3/18(2days)
Place (in Japanese) (See Japanese page)
Place (in English)
Topics (in Japanese) (See Japanese page)
Topics (in English)
Chair Shinichi Sato(NII) / Kazuhiko Sumi(AGU)
Vice Chair Hironobu Fujiyoshi(Chubu Univ.) / Yoshihisa Ijiri(Omron) / Hiroshi Takano(Toyama Pref. Univ.) / Hitoshi Imaoka(NEC)
Secretary Hironobu Fujiyoshi(AIST) / Yoshihisa Ijiri(NAIST) / Hiroshi Takano(Shizuoka Univ.) / Hitoshi Imaoka(Fujitsu Labs.)
Assistant Masato Ishii(NEC) / Yusuke Sugano(Osaka Univ.) / Masatsugu Ichino(Univ. of Electro-Comm.) / Naoyuki Takada(Secom) / Norihiro Okui(KDDI Research)

Paper Information
Registration To Technical Committee on Pattern Recognition and Media Understanding / Technical Committee on Biometrics
Language JPN
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) Confidence Estimation for English Word Typing by Using a Key-Logger
Sub Title (in English)
Keyword(1) English learning
Keyword(2) vocabulary acquisition
Keyword(3) keystroke analysis
Keyword(4) confidence estimation
Keyword(5) SVM
1st Author's Name Takanori Maruichi
1st Author's Affiliation Osaka Prefecture University(Osaka Prefecture Univ.)
2nd Author's Name Shuji Sakamoto
2nd Author's Affiliation Osaka Prefecture University(Osaka Prefecture Univ.)
3rd Author's Name Olivier Augereau
3rd Author's Affiliation Osaka Prefecture University(Osaka Prefecture Univ.)
4th Author's Name Koichi Kise
4th Author's Affiliation Osaka Prefecture University(Osaka Prefecture Univ.)
Date 2018-03-19
Paper # BioX2017-61,PRMU2017-197
Volume (vol) vol.117
Number (no) BioX-513,PRMU-514
Page pp.pp.151-156(BioX), pp.151-156(PRMU),
#Pages 6
Date of Issue 2018-03-11 (BioX, PRMU)