{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,3]],"date-time":"2026-05-03T23:48:02Z","timestamp":1777852082070,"version":"3.51.4"},"reference-count":43,"publisher":"SAGE Publications","issue":"2","license":[{"start":{"date-parts":[[2016,9,18]],"date-time":"2016-09-18T00:00:00Z","timestamp":1474156800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/journals.sagepub.com\/page\/policies\/text-and-data-mining-license"}],"content-domain":{"domain":["journals.sagepub.com"],"crossmark-restriction":true},"short-container-title":["Health Informatics J"],"published-print":{"date-parts":[[2018,6]]},"abstract":"<jats:p>This article describes a methodology to recognize emotional states through an electroencephalography signals analysis, developed with the premise of reducing the computational burden that is associated with it, implementing a strategy that reduces the amount of data that must be processed by establishing a relationship between electrodes and Brodmann regions, so as to discard electrodes that do not provide relevant information to the identification process. Also some design suggestions to carry out a pattern recognition process by low computational complexity neural networks and support vector machines are presented, which obtain up to a 90.2% mean recognition rate.<\/jats:p>","DOI":"10.1177\/1460458216661862","type":"journal-article","created":{"date-parts":[[2016,9,19]],"date-time":"2016-09-19T20:07:21Z","timestamp":1474315641000},"page":"146-170","update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":12,"title":["Emotional states recognition, implementing a low computational complexity strategy"],"prefix":"10.1177","volume":"24","author":[{"given":"Adrian Rodriguez","family":"Agui\u00f1aga","sequence":"first","affiliation":[{"name":"Instituto Tecnol\u00f3gico de Tijuana, Mexico"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Miguel Angel Lopez","family":"Ramirez","sequence":"additional","affiliation":[{"name":"Instituto Tecnol\u00f3gico de Tijuana, Mexico"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"179","published-online":{"date-parts":[[2016,9,18]]},"reference":[{"key":"bibr1-1460458216661862","doi-asserted-by":"publisher","DOI":"10.7551\/mitpress\/1140.001.0001"},{"key":"bibr2-1460458216661862","doi-asserted-by":"publisher","DOI":"10.1093\/mind\/os-IX.34.188"},{"key":"bibr3-1460458216661862","first-page":"1","volume-title":"International symposium on information technology","volume":"2","author":"Murugappan M"},{"key":"bibr4-1460458216661862","first-page":"148","volume-title":"International conference on pattern analysis and intelligent robotics (ICPAIR)","volume":"1","author":"Murugappan M."},{"key":"bibr5-1460458216661862","doi-asserted-by":"publisher","DOI":"10.1109\/T-AFFC.2011.15"},{"key":"bibr6-1460458216661862","doi-asserted-by":"publisher","DOI":"10.1109\/TENCON.2007.4428962"},{"key":"bibr7-1460458216661862","first-page":"853","volume-title":"Seventh IEEE international conference on advanced learning technologies","author":"Heraz A"},{"key":"bibr8-1460458216661862","first-page":"95","volume-title":"13th IEEE international workshop on robot and human interactive communication","author":"Takahashi K."},{"key":"bibr9-1460458216661862","first-page":"1223","volume-title":"Annual international conference of the IEEE engineering in medicine and biology society","author":"Li M"},{"key":"bibr10-1460458216661862","first-page":"1","volume-title":"Asia-Pacific signal information processing association annual summit and conference","author":"Rozgic V","year":"2012"},{"key":"bibr11-1460458216661862","first-page":"126","volume-title":"11th international conference on information science, signal processing and their applications","author":"Attabi Y"},{"key":"bibr12-1460458216661862","first-page":"297","volume-title":"Third international conference on information technology and applications","volume":"1","author":"Razak A"},{"key":"bibr13-1460458216661862","first-page":"1","volume-title":"International symposium on innovations in intelligent systems and applications","author":"Gunler M"},{"key":"bibr14-1460458216661862","first-page":"124","volume-title":"Feelings and Emotions: The Wittenberg Symposium","volume":"16","author":"Claparede E.","year":"1928"},{"key":"bibr15-1460458216661862","doi-asserted-by":"publisher","DOI":"10.2307\/1415404"},{"key":"bibr16-1460458216661862","doi-asserted-by":"publisher","DOI":"10.1016\/j.neures.2014.12.002"},{"key":"bibr17-1460458216661862","volume-title":"The Oxford Handbook of affective computing","author":"Calvo RA","year":"2014","edition":"1"},{"key":"bibr18-1460458216661862","unstructured":"do Amaral JR, de Oliveira JM. Limbic system: The center of emotions, http:\/\/www.healing-arts.org\/n-r-limbic.htm (accessed January 2016)."},{"key":"bibr19-1460458216661862","first-page":"695","volume-title":"Trends and developments: research on emotions","volume":"44","author":"Scherer KR"},{"key":"bibr20-1460458216661862","doi-asserted-by":"publisher","DOI":"10.1093\/oso\/9780195112719.001.0001"},{"key":"bibr21-1460458216661862","doi-asserted-by":"publisher","DOI":"10.1177\/014107680209500617"},{"key":"bibr22-1460458216661862","doi-asserted-by":"publisher","DOI":"10.1037\/h0077714"},{"key":"bibr23-1460458216661862","doi-asserted-by":"publisher","DOI":"10.1016\/j.psychres.2014.09.009"},{"key":"bibr24-1460458216661862","doi-asserted-by":"publisher","DOI":"10.1037\/0022-3514.67.2.206"},{"key":"bibr25-1460458216661862","volume-title":"Appraisal processes in emotion: Theory, methods, research","author":"Roseman IJ.","year":"2001","edition":"7"},{"key":"bibr26-1460458216661862","doi-asserted-by":"publisher","DOI":"10.1037\/0022-3514.53.4.712"},{"key":"bibr27-1460458216661862","doi-asserted-by":"publisher","DOI":"10.1037\/h0030377"},{"key":"bibr28-1460458216661862","doi-asserted-by":"publisher","DOI":"10.1177\/1754073913489751"},{"key":"bibr29-1460458216661862","doi-asserted-by":"crossref","unstructured":"The cognitive structure of emotions. Andrew Ortony, Gerald Clore and Alan Collins. New York, NY: University of Cambridge, 1988. no. of pages: 207. isbn 0-521-35364-5. Applied Cognitive Psychology 1992; 6: 181\u2013182.","DOI":"10.1002\/acp.2350060208"},{"key":"bibr30-1460458216661862","unstructured":"Lang PJ, Bradley MM, Cuthbert BN. International affective picture system (IAPS): Technical manual and affective ratings. In: NIMH Center for the Study of Emotion and Attention, FL: The Center for Research in Psychophysiology, University of Florida. Retrieved from http:\/\/csea.phhp.ufl.edu\/Media.html#midmedia"},{"key":"bibr31-1460458216661862","unstructured":"Lang PJ, Bradley MM, Cuthbert BN. International affective digitized sounds (IADS): Stimuli, instruction manual and affective ratings. In: The Center for Research in Psychophysiology, University of Florida. Retrieved from http:\/\/csea.phhp.ufl.edu\/Media.html#midmedia"},{"key":"bibr32-1460458216661862","first-page":"211","volume-title":"7th international conference on automatic face and gesture recognition","author":"Yin L"},{"key":"bibr33-1460458216661862","doi-asserted-by":"publisher","DOI":"10.1109\/51.932728"},{"key":"bibr34-1460458216661862","doi-asserted-by":"publisher","DOI":"10.1016\/j.imavis.2012.08.014"},{"key":"bibr35-1460458216661862","volume-title":"Brodmann\u2019s localisation in the cerebral cortex","author":"Laurence J","year":"2006","edition":"1"},{"key":"bibr36-1460458216661862","doi-asserted-by":"publisher","DOI":"10.1007\/978-0-387-79948-3_301"},{"key":"bibr37-1460458216661862","doi-asserted-by":"publisher","DOI":"10.1523\/JNEUROSCI.2501-12.2012"},{"key":"bibr38-1460458216661862","volume-title":"Limbic system","author":"Isaacson RL."},{"key":"bibr39-1460458216661862","first-page":"154","volume":"23","author":"LeDoux JE.","year":"2003","journal-title":"Ann Rev Neuroscience"},{"key":"bibr40-1460458216661862","doi-asserted-by":"publisher","DOI":"10.1001\/archneurpsyc.1955.02330080008004"},{"key":"bibr41-1460458216661862","volume-title":"Human physiology from cells to system","author":"Sherwood L.","year":"2013","edition":"8"},{"key":"bibr42-1460458216661862","volume-title":"Human physiology","author":"Fox SI.","year":"2002","edition":"7"},{"key":"bibr43-1460458216661862","unstructured":"Vidakovic B, Mueller P. Wavelets for kids: A tutorial introduction. Technical report, Duke University, 1991."}],"container-title":["Health Informatics Journal"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/journals.sagepub.com\/doi\/pdf\/10.1177\/1460458216661862","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/journals.sagepub.com\/doi\/full-xml\/10.1177\/1460458216661862","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/journals.sagepub.com\/doi\/pdf\/10.1177\/1460458216661862","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,29]],"date-time":"2026-04-29T22:30:12Z","timestamp":1777501812000},"score":1,"resource":{"primary":{"URL":"https:\/\/journals.sagepub.com\/doi\/10.1177\/1460458216661862"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016,9,18]]},"references-count":43,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2018,6]]}},"alternative-id":["10.1177\/1460458216661862"],"URL":"https:\/\/doi.org\/10.1177\/1460458216661862","relation":{},"ISSN":["1460-4582","1741-2811"],"issn-type":[{"value":"1460-4582","type":"print"},{"value":"1741-2811","type":"electronic"}],"subject":[],"published":{"date-parts":[[2016,9,18]]}}}