AUTOMATIC CREDIBILITY ASSESSMENT SCREENING USING DISCRIMINATE ANALYSIS OF SKIN CONDUCTANCE RESPONSE AND PHOTOPLETHYSMOGRAPH SIGNALS

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SAIDI MARYAM; MOHAMMADIAN AMIN; DANESH KOHAN MARZIYEH; SEYYED SALEHI ZOHRE

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Journal: SIGNAL AND DATA PROCESSING Year:2016 | Volume:13 | Issue:3 (SERIAL 29) Page(s): 113-128

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Title

AUTOMATIC CREDIBILITY ASSESSMENT SCREENING USING DISCRIMINATE ANALYSIS OF SKIN CONDUCTANCE RESPONSE AND PHOTOPLETHYSMOGRAPH SIGNALS

Author(s)

SAIDI MARYAM | MOHAMMADIAN AMIN | DANESH KOHAN MARZIYEH | SEYYED SALEHI ZOHRE | Issue Writer Certificate

Keywords

STRESS DETECTIONQ2

SCREENINGQ1

SKIN CONDUCTANCE SIGNALQ2

PHOTOPLETHYSMOGRAPHYQ2

Abstract

Credibility assessment SCREENING by a small system and receiving optimum result in minimum time is a basic need in critical gates, Therefore the aim of this research is automatic detection of stress in guilty persons through skin conductance response and photoplethysmograph signals which are convenient and ease-of-use sensors, In this paper, a set of database with interview protocol (including control and relevant questions) in mock crime (Stealing jewels) is provided, 40 subjects participated in the experiments, 28 time-frequency features are extracted from two mentioned signals, The function of dimension reduction algorithms including principal component analysis, Kernel based PCA, linear discriminant analysis, cluster based LDA is evaluated to select optimum features, Support Vector Machine, Bayesian and AdaBoost are used as classifiers, The evaluation of algorithms on database is based on LOO method, Maximum accuracy (81, 08%) is obtained through principal components analysis as feature selection method and Bayesian as classifier,

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APA: Copy

SAIDI, MARYAM, MOHAMMADIAN, AMIN, DANESH KOHAN, MARZIYEH, & SEYYED SALEHI, ZOHRE. (2016). AUTOMATIC CREDIBILITY ASSESSMENT SCREENING USING DISCRIMINATE ANALYSIS OF SKIN CONDUCTANCE RESPONSE AND PHOTOPLETHYSMOGRAPH SIGNALS. SIGNAL AND DATA PROCESSING, 13(3 (SERIAL 29) ), 113-128. SID. https://sid.ir/paper/160900/en

Vancouver: Copy

SAIDI MARYAM, MOHAMMADIAN AMIN, DANESH KOHAN MARZIYEH, SEYYED SALEHI ZOHRE. AUTOMATIC CREDIBILITY ASSESSMENT SCREENING USING DISCRIMINATE ANALYSIS OF SKIN CONDUCTANCE RESPONSE AND PHOTOPLETHYSMOGRAPH SIGNALS. SIGNAL AND DATA PROCESSING[Internet]. 2016;13(3 (SERIAL 29) ):113-128. Available from: https://sid.ir/paper/160900/en

IEEE: Copy

MARYAM SAIDI, AMIN MOHAMMADIAN, MARZIYEH DANESH KOHAN, and ZOHRE SEYYED SALEHI, “AUTOMATIC CREDIBILITY ASSESSMENT SCREENING USING DISCRIMINATE ANALYSIS OF SKIN CONDUCTANCE RESPONSE AND PHOTOPLETHYSMOGRAPH SIGNALS,” SIGNAL AND DATA PROCESSING, vol. 13, no. 3 (SERIAL 29) , pp. 113–128, 2016, [Online]. Available: https://sid.ir/paper/160900/en

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