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DEPRESSION DETECTION BASED ON REACTION TIME AND EYE MOVEMENT

Abstract: 

Depression is a common mental disorder, which greatly affects the patients' daily life and work. Current depression detection relies almost exclusively on the clinical interview and structured questionnaire, consuming a lot of medical resources and risking a range of subjective biases. Our goal is to achieve a convenient and objective depression detection system, which can assist clinicians in their diagnosis of clinical depression. In this paper, we propose an experimental paradigm based on image cognition to record the reaction time data and eye movement data of the participants, build one of the largest datasets of depression. After extracting the
corresponding R-T (Reaction Time) features and E-M (Eye Movement) features that can reflect the participant’s attention bias, we use a standard classifier of Support Vector Machine to classify depressed patients and normal controls. Our method achieves accuracy up to 86%, which outperforms the previous related method. In our large-scale dataset, we get outstanding classification performance.

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Paper Details

Authors:
Zeyu Pan, Huimin Ma, Lin Zhang, Yahui Wang
Submitted On:
11 September 2019 - 2:29am
Short Link:
Type:
Poster
Event:
Presenter's Name:
Zeyu Pan
Paper Code:
2229
Document Year:
2019
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Document Files

Eposter_ZeyuPan.pdf

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[1] Zeyu Pan, Huimin Ma, Lin Zhang, Yahui Wang, "DEPRESSION DETECTION BASED ON REACTION TIME AND EYE MOVEMENT", IEEE SigPort, 2019. [Online]. Available: http://sigport.org/4589. Accessed: Dec. 13, 2019.
@article{4589-19,
url = {http://sigport.org/4589},
author = {Zeyu Pan; Huimin Ma; Lin Zhang; Yahui Wang },
publisher = {IEEE SigPort},
title = {DEPRESSION DETECTION BASED ON REACTION TIME AND EYE MOVEMENT},
year = {2019} }
TY - EJOUR
T1 - DEPRESSION DETECTION BASED ON REACTION TIME AND EYE MOVEMENT
AU - Zeyu Pan; Huimin Ma; Lin Zhang; Yahui Wang
PY - 2019
PB - IEEE SigPort
UR - http://sigport.org/4589
ER -
Zeyu Pan, Huimin Ma, Lin Zhang, Yahui Wang. (2019). DEPRESSION DETECTION BASED ON REACTION TIME AND EYE MOVEMENT. IEEE SigPort. http://sigport.org/4589
Zeyu Pan, Huimin Ma, Lin Zhang, Yahui Wang, 2019. DEPRESSION DETECTION BASED ON REACTION TIME AND EYE MOVEMENT. Available at: http://sigport.org/4589.
Zeyu Pan, Huimin Ma, Lin Zhang, Yahui Wang. (2019). "DEPRESSION DETECTION BASED ON REACTION TIME AND EYE MOVEMENT." Web.
1. Zeyu Pan, Huimin Ma, Lin Zhang, Yahui Wang. DEPRESSION DETECTION BASED ON REACTION TIME AND EYE MOVEMENT [Internet]. IEEE SigPort; 2019. Available from : http://sigport.org/4589