TY - GEN
T1 - Feature based reading skill analysis using electrooculogram signals
AU - Sandra, D’Souza
AU - Sriraam, N.
N1 - Publisher Copyright:
© Springer Science+Business Media Singapore 2016.
PY - 2016
Y1 - 2016
N2 - Developing reading skills is an individualistic characteristic and it differs from person to person. Since the eye movements can be intimately correlated to the reading process, by critical observation of the movement of the eyes reading process can be analysed and studied. This research work conducts a pilot study to propose and investigate the importance of eye movements in reading skill analysis. We have considered Electrooculogram (EOG) recorded signals from a group of ten healthy volunteers, of which are five normal readers and five poor readers. Simulation results show a classification accuracy of 67.7 and 88% using Yule-Walker’s and Burg’s estimation methods respectively for horizontal EOG and 74 and 81% for vertical EOG. The Burg’s estimation method stands out better for classification of reading skills. The results indicate the suitability of proposed scheme for identifying the poor readers and hence provide required assistance to people with reading disabilities.
AB - Developing reading skills is an individualistic characteristic and it differs from person to person. Since the eye movements can be intimately correlated to the reading process, by critical observation of the movement of the eyes reading process can be analysed and studied. This research work conducts a pilot study to propose and investigate the importance of eye movements in reading skill analysis. We have considered Electrooculogram (EOG) recorded signals from a group of ten healthy volunteers, of which are five normal readers and five poor readers. Simulation results show a classification accuracy of 67.7 and 88% using Yule-Walker’s and Burg’s estimation methods respectively for horizontal EOG and 74 and 81% for vertical EOG. The Burg’s estimation method stands out better for classification of reading skills. The results indicate the suitability of proposed scheme for identifying the poor readers and hence provide required assistance to people with reading disabilities.
UR - http://www.scopus.com/inward/record.url?scp=84976463636&partnerID=8YFLogxK
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U2 - 10.1007/978-981-10-1023-1_24
DO - 10.1007/978-981-10-1023-1_24
M3 - Conference contribution
AN - SCOPUS:84976463636
SN - 9789811010217
VL - 452
T3 - Advances in Intelligent Systems and Computing
SP - 233
EP - 244
BT - Advanced Computing and Communication Technologies - Proceedings of the 9th ICACCT, 2015
A2 - Nagarajaram, H.A.
A2 - Choudhary, Ramesh K.
A2 - Mandal, Jyotsna Kumar
A2 - Auluck, Nitin
PB - Springer Verlag
T2 - 9th International Conference on Advanced Computing and Communication Technologies, ICACCT 2015
Y2 - 28 November 2015 through 29 November 2015
ER -