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Paper Abstract and Keywords
Presentation 2016-09-27 16:05
Eye-gaze based Unknown Word Detection in Non-native Language Reading considering Part-of-speech Tag and Personalization
Rui Hiraoka, Hiroki Tanaka, Sakriani Sakti, Graham Neubig, Satoshi Nakamura (NAIST) HIP2016-48
Abstract (in Japanese) (See Japanese page) 
(in English) This paper proposes a method to detect unknown words during natural reading by using eye-tracking technique. A previous approach utilizes fixation and word rarity features to detect unknown words in foreign language. However, the performance of conventional approach is not sufficient during natural reading. In Non-native, eye movement varies between individuals. To improve detection performance, we try to 1) apply personalization, and 2) use Part of Speech tagging as new linguistic features. The experimental results demonstrate that personalization and POS-tag are capable of improving detection performance as measured by F-measure.
Keyword (in Japanese) (See Japanese page) 
(in English) Eye tracking / Unknown word detection / Natural reading / Automatic detection / Personalization / / /  
Reference Info. IEICE Tech. Rep., vol. 116, no. 229, HIP2016-48, pp. 29-34, Sept. 2016.
Paper # HIP2016-48 
Date of Issue 2016-09-20 (HIP) 
ISSN Print edition: ISSN 0913-5685    Online edition: ISSN 2432-6380
Copyright
and
reproduction		 All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034)
Download PDF HIP2016-48

Conference Information
Committee HIP  
Conference Date 2016-09-27 - 2016-09-28 
Place (in Japanese) (See Japanese page) 
Place (in English)  
Topics (in Japanese) (See Japanese page) 
Topics (in English) Eye movement and perception, Control and measurement of eye movement, Accommodation and pupil, etc. 
Paper Information
Registration To HIP 
Conference Code 2016-09-HIP 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Eye-gaze based Unknown Word Detection in Non-native Language Reading considering Part-of-speech Tag and Personalization 
Sub Title (in English)  
Keyword(1) Eye tracking  
Keyword(2) Unknown word detection  
Keyword(3) Natural reading  
Keyword(4) Automatic detection  
Keyword(5) Personalization  
Keyword(6)  
Keyword(7)  
Keyword(8)  
1st Author's Name Rui Hiraoka  
1st Author's Affiliation Nara Institute of Science and Technology (NAIST)
2nd Author's Name Hiroki Tanaka  
2nd Author's Affiliation Nara Institute of Science and Technology (NAIST)
3rd Author's Name Sakriani Sakti  
3rd Author's Affiliation Nara Institute of Science and Technology (NAIST)
4th Author's Name Graham Neubig  
4th Author's Affiliation Nara Institute of Science and Technology (NAIST)
5th Author's Name Satoshi Nakamura  
5th Author's Affiliation Nara Institute of Science and Technology (NAIST)
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Speaker Author-1 
Date Time 2016-09-27 16:05:00 
Presentation Time 25 minutes 
Registration for HIP 
Paper # HIP2016-48 
Volume (vol) vol.116 
Number (no) no.229 
Page pp.29-34 
#Pages 6 
Date of Issue 2016-09-20 (HIP) 

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