Network physiology of 'fight or flight' response in facial superficial blood vessels

dc.contributor.authorDerakhshan, Amin
dc.contributor.authorMikaeili, Mohammad
dc.contributor.authorNasrabadi, Ali Motie
dc.contributor.authorGedeon, Tom
dc.date.accessioned2023-12-11T00:42:18Z
dc.date.issued2019
dc.date.updated2022-09-04T08:17:22Z
dc.description.abstractObjective: We introduced a novel framework to identify the dynamic pattern of blood flow changes in the cutaneous superficial blood vessels of the face for 'fight or flight' responses through facial thermal imaging. Approach: For this purpose, a thermal dataset was collected from 41 subjects in a mock crime scenario. Five facial areas including periorbital, forehead, perinasal, cheek and chin were selected on the face. Due to the cause and effect movement of blood in the facial cutaneous vasculature, the effective connectivity approach and graph analysis were used to extract causality features. The effective connectivity was quantified using a modified version of the multivariate Granger causality (GC) method among each pair of facial region of interests. Main results: Validation was performed using statistical analysis, and the results demonstrated that the proposed method was statistically significant in detecting the physiological pattern of deceptive anxiety on the face. Moreover, the obtained graph is visualized by different schemes to show these interactions more effectively. We used machine learning techniques to classify our data based on the GC values, which result in a greater than 87% accuracy rate in discriminating between deceptive and truthful subjects.en_AU
dc.description.sponsorshipFurther, we would like to thank the Iranian, Ministry of Science, Research and Technology for funding the study and the Research Center of Intelligent Signal Processing-Tehran-Iran for their support in our data collection phaseen_AU
dc.format.mimetypeapplication/pdfen_AU
dc.identifier.issn0967-3334en_AU
dc.identifier.urihttp://hdl.handle.net/1885/309745
dc.language.isoen_AUen_AU
dc.publisherInstitute of Physics Publishingen_AU
dc.rights© 2019 The authorsen_AU
dc.sourcePHYSIOLOGICAL MEASUREMENTen_AU
dc.subjecteffective connectivityen_AU
dc.subjectfacial thermal imagingen_AU
dc.subjectGranger causalityen_AU
dc.subjectfight or flight resposne,en_AU
dc.subjectgraph analysisen_AU
dc.subjectnetwork physiologyen_AU
dc.titleNetwork physiology of 'fight or flight' response in facial superficial blood vesselsen_AU
dc.typeJournal articleen_AU
local.bibliographicCitation.issue1en_AU
local.bibliographicCitation.lastpage13en_AU
local.bibliographicCitation.startpage1en_AU
local.contributor.affiliationDerakhshan, Amin, Shahed Universityen_AU
local.contributor.affiliationMikaeili, Mohammad, Shahed Universityen_AU
local.contributor.affiliationNasrabadi, Ali Motie, Shahed Universityen_AU
local.contributor.affiliationGedeon, Tom, College of Engineering and Computer Science, ANUen_AU
local.contributor.authoremailu4088783@anu.edu.auen_AU
local.contributor.authoruidGedeon, Tom, u4088783en_AU
local.description.embargo2099-12-31
local.description.notesImported from ARIESen_AU
local.identifier.absfor460200 - Artificial intelligenceen_AU
local.identifier.ariespublicationu3102795xPUB947en_AU
local.identifier.citationvolume40en_AU
local.identifier.doi10.1088/1361-6579/aaf089en_AU
local.identifier.scopusID2-s2.0-85060389080
local.identifier.thomsonIDWOS:000456853700001
local.identifier.uidSubmittedByu3102795en_AU
local.publisher.urlhttps://iopscience.iop.org/en_AU
local.type.statusPublished Versionen_AU

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