{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,7]],"date-time":"2026-07-07T12:07:30Z","timestamp":1783426050800,"version":"3.54.6"},"reference-count":57,"publisher":"World Scientific Pub Co Pte Lt","issue":"02","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Int. J. Neur. Syst."],"published-print":{"date-parts":[[2017,3]]},"abstract":"<jats:p> Stress remains a significant social problem for individuals in modern societies. This paper presents a machine learning approach for the automatic detection of stress of people in a social situation by combining two sensor systems that capture physiological and social responses. We compare the performance using different classifiers including support vector machine, AdaBoost, and [Formula: see text]-nearest neighbor. Our experimental results show that by combining the measurements from both sensor systems, we could accurately discriminate between stressful and neutral situations during a controlled Trier social stress test (TSST). Moreover, this paper assesses the discriminative ability of each sensor modality individually and considers their suitability for real-time stress detection. Finally, we present an study of the most discriminative features for stress detection. <\/jats:p>","DOI":"10.1142\/s0129065716500416","type":"journal-article","created":{"date-parts":[[2016,5,17]],"date-time":"2016-05-17T02:25:37Z","timestamp":1463451937000},"page":"1650041","source":"Crossref","is-referenced-by-count":162,"title":["Stress Detection Using Wearable Physiological and Sociometric Sensors"],"prefix":"10.1142","volume":"27","author":[{"given":"Oscar Martinez","family":"Mozos","sequence":"first","affiliation":[{"name":"DETCP, Technical University of Cartagena, Plaza del Hospital, n1, 30202 Cartagena, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Virginia","family":"Sandulescu","sequence":"additional","affiliation":[{"name":"Department of Automatic Control and Computer Science, Politehnica University of Bucharest, 313 Splaiul Independentei, Bucharest 060042, Romania"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Sally","family":"Andrews","sequence":"additional","affiliation":[{"name":"Division of Psychology, Nottingham Trent University, Burton Street, Nottingham, NG1 4BU, UK"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"David","family":"Ellis","sequence":"additional","affiliation":[{"name":"Department of Psychology, Lancaster University, Bailrigg, Lancaster, LA1 4YW, UK"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Nicola","family":"Bellotto","sequence":"additional","affiliation":[{"name":"School of Computer Science, University of Lincoln, Brayford Pool, Lincoln, LN67TS, UK"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Radu","family":"Dobrescu","sequence":"additional","affiliation":[{"name":"Department of Automatic Control and Computer Science, Politehnica University of Bucharest, 313 Splaiul Independentei, Bucharest 060042, Romania"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jose Manuel","family":"Ferrandez","sequence":"additional","affiliation":[{"name":"DETCP, Technical University of Cartagena, Plaza del Hospital, n1, 30202 Cartagena, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"219","published-online":{"date-parts":[[2016,12,28]]},"reference":[{"key":"S0129065716500416BIB006","doi-asserted-by":"publisher","DOI":"10.1142\/S0129065712500116"},{"issue":"5","key":"S0129065716500416BIB007","first-page":"329","volume":"73","author":"Acharya U. R.","year":"2015","journal-title":"J. Multimodal User Inter."},{"key":"S0129065716500416BIB008","doi-asserted-by":"publisher","DOI":"10.1142\/S0129065713500093"},{"key":"S0129065716500416BIB009","doi-asserted-by":"publisher","DOI":"10.1061\/(ASCE)0733-947X(2000)126:6(464)"},{"key":"S0129065716500416BIB010","doi-asserted-by":"publisher","DOI":"10.1007\/BF00153759"},{"key":"S0129065716500416BIB012","doi-asserted-by":"publisher","DOI":"10.1142\/S0129065715500100"},{"key":"S0129065716500416BIB013","volume-title":"Cognitive Therapy and the Emotional Disorders","author":"Beck A.","year":"1975"},{"key":"S0129065716500416BIB014","doi-asserted-by":"publisher","DOI":"10.1016\/j.jneumeth.2010.04.028"},{"key":"S0129065716500416BIB015","volume-title":"Pattern Recognition and Machine Learn.","author":"Bishop C. M.","year":"2006"},{"key":"S0129065716500416BIB016","doi-asserted-by":"publisher","DOI":"10.1088\/1741-2560\/1\/4\/004"},{"key":"S0129065716500416BIB017","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4757-5093-5"},{"key":"S0129065716500416BIB019","doi-asserted-by":"publisher","DOI":"10.1142\/S012906571550029X"},{"key":"S0129065716500416BIB020","doi-asserted-by":"publisher","DOI":"10.1109\/TSMCA.2011.2116000"},{"key":"S0129065716500416BIB022","doi-asserted-by":"publisher","DOI":"10.1007\/s10916-011-9748-4"},{"key":"S0129065716500416BIB023","doi-asserted-by":"publisher","DOI":"10.1142\/S0129065715500203"},{"key":"S0129065716500416BIB024","doi-asserted-by":"publisher","DOI":"10.1111\/mice.12121"},{"key":"S0129065716500416BIB025","doi-asserted-by":"publisher","DOI":"10.1007\/BF00994018"},{"key":"S0129065716500416BIB026","volume-title":"Research on Work-Related Stress","author":"Cox T.","year":"2000"},{"key":"S0129065716500416BIB027","doi-asserted-by":"publisher","DOI":"10.1111\/j.1469-8986.1964.tb02618.x"},{"issue":"5","key":"S0129065716500416BIB028","first-page":"319","volume":"30","author":"Dedovic K.","year":"2005","journal-title":"J. Psychiatry Neurosci."},{"key":"S0129065716500416BIB029","doi-asserted-by":"publisher","DOI":"10.1037\/0033-2909.130.3.355"},{"key":"S0129065716500416BIB030","doi-asserted-by":"publisher","DOI":"10.1142\/S0129065710002334"},{"key":"S0129065716500416BIB032","doi-asserted-by":"publisher","DOI":"10.1109\/TBME.2007.905490"},{"key":"S0129065716500416BIB033","doi-asserted-by":"publisher","DOI":"10.1007\/BF00880131"},{"key":"S0129065716500416BIB037","doi-asserted-by":"publisher","DOI":"10.1007\/s12193-013-0123-2"},{"key":"S0129065716500416BIB038","doi-asserted-by":"publisher","DOI":"10.1061\/(ASCE)0733-947X(2002)128:1(21)"},{"key":"S0129065716500416BIB039","doi-asserted-by":"publisher","DOI":"10.1061\/(ASCE)0733-947X(2003)129:5(494)"},{"key":"S0129065716500416BIB040","doi-asserted-by":"publisher","DOI":"10.1186\/1746-1596-1-16"},{"key":"S0129065716500416BIB041","doi-asserted-by":"publisher","DOI":"10.1007\/BF02344719"},{"key":"S0129065716500416BIB042","doi-asserted-by":"crossref","first-page":"76","DOI":"10.1159\/000119004","author":"Kirschbaum C.","year":"1993","journal-title":"Neuropsychobiol."},{"key":"S0129065716500416BIB044","doi-asserted-by":"publisher","DOI":"10.1093\/bioinformatics\/btg1066"},{"key":"S0129065716500416BIB046","doi-asserted-by":"publisher","DOI":"10.1007\/BF02310555"},{"key":"S0129065716500416BIB048","doi-asserted-by":"publisher","DOI":"10.1016\/j.compbiomed.2014.02.012"},{"key":"S0129065716500416BIB049","doi-asserted-by":"publisher","DOI":"10.1016\/j.bspc.2014.04.001"},{"key":"S0129065716500416BIB052","doi-asserted-by":"publisher","DOI":"10.1109\/TSMCB.2008.2006638"},{"issue":"1","key":"S0129065716500416BIB054","first-page":"69","volume":"1","author":"Olguin-Olguin D.","year":"2010","journal-title":"Int. J. Organ. Des. Eng."},{"key":"S0129065716500416BIB055","doi-asserted-by":"publisher","DOI":"10.1142\/S0129065710002255"},{"key":"S0129065716500416BIB056","doi-asserted-by":"crossref","DOI":"10.7551\/mitpress\/8022.001.0001","volume-title":"Honest signals: How they Shape our World","author":"Pentland A.","year":"2008"},{"issue":"2","key":"S0129065716500416BIB057","first-page":"54","volume":"35","author":"Peper E.","year":"2007","journal-title":"Biofeedback"},{"issue":"12","key":"S0129065716500416BIB058","first-page":"1","volume":"72","author":"Perkins A.","year":"1994","journal-title":"Harvard Bus. Rev."},{"key":"S0129065716500416BIB059","doi-asserted-by":"publisher","DOI":"10.1136\/jech.2010.119644"},{"key":"S0129065716500416BIB060","doi-asserted-by":"publisher","DOI":"10.1016\/S0167-8760(97)00049-4"},{"key":"S0129065716500416BIB061","doi-asserted-by":"publisher","DOI":"10.1016\/j.artmed.2009.03.003"},{"key":"S0129065716500416BIB063","doi-asserted-by":"publisher","DOI":"10.1002\/wcs.1222"},{"key":"S0129065716500416BIB064","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-18914-7_55"},{"key":"S0129065716500416BIB065","doi-asserted-by":"publisher","DOI":"10.1016\/j.compbiomed.2011.02.002"},{"key":"S0129065716500416BIB068","doi-asserted-by":"publisher","DOI":"10.1109\/TITB.2009.2036164"},{"key":"S0129065716500416BIB069","doi-asserted-by":"publisher","DOI":"10.7763\/IJIET.2012.V2.114"},{"key":"S0129065716500416BIB070","volume-title":"State-Trait Anxiety Inventory","author":"Spielberger C. D.","year":"1983"},{"key":"S0129065716500416BIB071","doi-asserted-by":"publisher","DOI":"10.1037\/0882-7974.21.3.535"},{"key":"S0129065716500416BIB072","doi-asserted-by":"publisher","DOI":"10.1037\/h0054651"},{"issue":"17","key":"S0129065716500416BIB076","volume":"2","author":"Sung M.","year":"2005","journal-title":"J. Neuroeng. Rehabil."},{"key":"S0129065716500416BIB078","doi-asserted-by":"publisher","DOI":"10.1142\/S0129065714500361"},{"key":"S0129065716500416BIB079","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-72665-4_17"},{"key":"S0129065716500416BIB080","first-page":"137","volume":"4","author":"Viola P.","year":"2001","journal-title":"Int. J. Comput. Vis."},{"key":"S0129065716500416BIB081","doi-asserted-by":"publisher","DOI":"10.1016\/j.biopsych.2011.09.015"},{"key":"S0129065716500416BIB082","volume-title":"Guidelines for the management of conditions specifically related to stress","author":"World Health Organization","year":"2013"}],"container-title":["International Journal of Neural Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S0129065716500416","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,8,7]],"date-time":"2019-08-07T05:05:58Z","timestamp":1565154358000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/abs\/10.1142\/S0129065716500416"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016,12,28]]},"references-count":57,"journal-issue":{"issue":"02","published-online":{"date-parts":[[2016,12,28]]},"published-print":{"date-parts":[[2017,3]]}},"alternative-id":["10.1142\/S0129065716500416"],"URL":"https:\/\/doi.org\/10.1142\/s0129065716500416","relation":{},"ISSN":["0129-0657","1793-6462"],"issn-type":[{"value":"0129-0657","type":"print"},{"value":"1793-6462","type":"electronic"}],"subject":[],"published":{"date-parts":[[2016,12,28]]}}}