{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,26]],"date-time":"2025-10-26T14:57:01Z","timestamp":1761490621525,"version":"3.37.3"},"reference-count":59,"publisher":"Oxford University Press (OUP)","issue":"5","license":[{"start":{"date-parts":[[2018,9,4]],"date-time":"2018-09-04T00:00:00Z","timestamp":1536019200000},"content-version":"vor","delay-in-days":3,"URL":"https:\/\/academic.oup.com\/journals\/pages\/open_access\/funder_policies\/chorus\/standard_publication_model"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["51465007"],"award-info":[{"award-number":["51465007"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"National Study Aboard Foundation"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2018,9,1]]},"DOI":"10.1093\/iwc\/iwy018","type":"journal-article","created":{"date-parts":[[2018,8,6]],"date-time":"2018-08-06T15:12:37Z","timestamp":1533568357000},"page":"417-432","source":"Crossref","is-referenced-by-count":20,"title":["Affective Image Classification Based on User Eye Movement and EEG Experience Information"],"prefix":"10.1093","volume":"30","author":[{"given":"Mingqing","family":"Yang","sequence":"first","affiliation":[{"name":"Department of Mechanical Engineering, Guizhou University, Huaxi District, Guiyang, Guizhou, PR China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Li","family":"Lin","sequence":"additional","affiliation":[{"name":"Department of Mechanical Engineering, Guizhou University, Huaxi District, Guiyang, Guizhou, PR China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Slavko","family":"Milekic","sequence":"additional","affiliation":[{"name":"Department of Art + Design Education, University of the Arts, 320S. Broad St., Philadelphia, PA, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"286","published-online":{"date-parts":[[2018,9,4]]},"reference":[{"key":"key\n\t\t\t\t20181011073251116_iwy018C1","doi-asserted-by":"crossref","first-page":"303","DOI":"10.1007\/978-3-319-04114-8_26","article-title":"Understanding affective content of music videos through learned representations","volume":"8325","author":"Acar","year":"2014","journal-title":"Multimed. Model."},{"key":"key\n\t\t\t\t20181011073251116_iwy018C2","doi-asserted-by":"crossref","first-page":"35","DOI":"10.1016\/j.eswa.2015.10.049","article-title":"Improving BCI-based emotion recognition by EEG feature selection and kernel classifiers","volume":"47","author":"Atkinson","year":"2016","journal-title":"Expert Syst. Appl."},{"key":"key\n\t\t\t\t20181011073251116_iwy018C3","doi-asserted-by":"crossref","first-page":"118","DOI":"10.1016\/j.neulet.2005.09.004","article-title":"EEG correlates (event-related desynchronization) of emotional face elaboration: a temporal analysis","volume":"392","author":"Balconi","year":"2006","journal-title":"Neurosci. Lett."},{"key":"key\n\t\t\t\t20181011073251116_iwy018C4","doi-asserted-by":"crossref","first-page":"158","DOI":"10.1016\/j.ijpsycho.2009.08.006","article-title":"Brain oscillations and BIS\/BAS (behavioral inhibition\/activation system) effects on processing masked emotional cues: ERS\/ERD and coherence measures of alpha band","volume":"74","author":"Balconi","year":"2009","journal-title":"Int. J. Psychophysiol."},{"key":"key\n\t\t\t\t20181011073251116_iwy018C5","doi-asserted-by":"crossref","first-page":"49","DOI":"10.1016\/0005-7916(94)90063-9","article-title":"Measuring emotion: the self-assessment manikin and the semantic differential","volume":"25","author":"Bradley","year":"1994","journal-title":"J. Behav. Ther. Exp. Psychiatry"},{"key":"key\n\t\t\t\t20181011073251116_iwy018C6","first-page":"89","volume-title":"Procedia Technol.","author":"Carbone","year":"2012"},{"key":"key\n\t\t\t\t20181011073251116_iwy018C7","doi-asserted-by":"crossref","first-page":"2259","DOI":"10.1016\/j.promfg.2015.07.370","article-title":"Psychology and design. The influence of the environment\u2019s representation over emotion and cognition. An ET study on Ikea design","volume":"3","author":"Colombo","year":"2015","journal-title":"Procedia Manuf."},{"key":"key\n\t\t\t\t20181011073251116_iwy018C8","first-page":"1","article-title":"Ensemble learning on visual and textual data for social image emotion classification","volume":"1","author":"Corchs","year":"2017","journal-title":"Int. J. Mach. Learn. Cybern."},{"key":"key\n\t\t\t\t20181011073251116_iwy018C9","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.ijhcs.2009.08.005","article-title":"Colour appeal in website design within and across cultures:a multi-method evaluation","volume":"68","author":"Cyra","year":"2010","journal-title":"Int. J. Hum. Comput. Stud."},{"key":"key\n\t\t\t\t20181011073251116_iwy018C10","doi-asserted-by":"crossref","first-page":"330","DOI":"10.1037\/0022-3514.58.2.330","article-title":"Approach-withdrawal and cerebral asymmetry: emotional expression and brain physiology","volume":"58","author":"Davidson","year":"1990","journal-title":"J. Pers. Soc. Psychol."},{"key":"key\n\t\t\t\t20181011073251116_iwy018C11","first-page":"4","article-title":"A multilayered model of product emotions","volume":"6","author":"Desmet","year":"2003","journal-title":"Des. J."},{"year":"2016","author":"Eraslan","key":"key\n\t\t\t\t20181011073251116_iwy018C12"},{"year":"2013","author":"Giraldo","key":"key\n\t\t\t\t20181011073251116_iwy018C13"},{"key":"key\n\t\t\t\t20181011073251116_iwy018C14","doi-asserted-by":"crossref","first-page":"359","DOI":"10.1016\/j.cognition.2014.11.040","article-title":"The dual function of social gaze","volume":"136","author":"Gobela","year":"2015","journal-title":"Cognition"},{"key":"key\n\t\t\t\t20181011073251116_iwy018C15","doi-asserted-by":"crossref","first-page":"1503","DOI":"10.1016\/j.visres.2010.05.002","article-title":"Statistical regularities in art: relations with visual coding and perception","volume":"50","author":"Graham","year":"2010","journal-title":"Vision Res."},{"key":"key\n\t\t\t\t20181011073251116_iwy018C16","doi-asserted-by":"crossref","first-page":"43","DOI":"10.1016\/j.jml.2016.05.004","article-title":"Visually perceived spatial distance affects the interpretation of linguistically mediated social meaning during online language comprehension: an eye tracking reading study","volume":"92","author":"Guerra","year":"2017","journal-title":"J. Mem. Lang."},{"key":"key\n\t\t\t\t20181011073251116_iwy018C17","doi-asserted-by":"crossref","first-page":"229","DOI":"10.1016\/j.ergon.2015.12.001","article-title":"Can eye-tracking data be measured to assess product design? visual attention mechanism be considered","volume":"53","author":"Guo","year":"2016","journal-title":"Int. J. Ind. Ergon."},{"key":"key\n\t\t\t\t20181011073251116_iwy018C18","first-page":"1537","article-title":"Human emotion model based on discourse sentence for expression generation of conversation agent","volume":"6","author":"Hakamata","year":"2010","journal-title":"Int. J. Innovative Comput. Inf. Control"},{"key":"key\n\t\t\t\t20181011073251116_iwy018C19","doi-asserted-by":"crossref","first-page":"165","DOI":"10.1016\/S0531-5131(02)00166-8","article-title":"Source localization of brain electric activity during positive, neutral and negative emotional states","volume":"1232","author":"Isotani","year":"2002","journal-title":"Int. Congr. Ser."},{"key":"key\n\t\t\t\t20181011073251116_iwy018C20","doi-asserted-by":"crossref","first-page":"409","DOI":"10.1016\/j.apergo.2006.04.005","article-title":"Embracing diversity in user needs for affective design","volume":"37","author":"Khalid","year":"2006","journal-title":"Appl. Ergon."},{"key":"key\n\t\t\t\t20181011073251116_iwy018C21","doi-asserted-by":"crossref","first-page":"12378","DOI":"10.1016\/j.eswa.2012.04.084","article-title":"A study on the electroencephalogram (EEG) of preferences","volume":"39","author":"Khushaba","year":"2012","journal-title":"Expert Syst. Appl."},{"key":"key\n\t\t\t\t20181011073251116_iwy018C22","doi-asserted-by":"crossref","first-page":"3803","DOI":"10.1016\/j.eswa.2012.12.095","article-title":"Consumer neuroscience: assessing the brain response to marketing stimuli using electroencephalogram (EEG) and eye tracking","volume":"40","author":"Khushaba","year":"2013","journal-title":"Expert Syst. Appl."},{"key":"key\n\t\t\t\t20181011073251116_iwy018C23","doi-asserted-by":"crossref","first-page":"573","DOI":"10.1155\/2013\/573734","article-title":"A review on the computational methods for emotion state estimation from human EEG","volume":"2013","author":"Kim","year":"2013","journal-title":"Comput. Math. Methods Med."},{"key":"key\n\t\t\t\t20181011073251116_iwy018C24","first-page":"246","article-title":"Determining the sensory characteristics, associated emotions and degree of liking of the visual attributes of smoked ham. A multifaceted study","volume":"65","author":"Kostyra","year":"2016","journal-title":"Food Sci. Technol."},{"year":"2012","author":"Kwon","key":"key\n\t\t\t\t20181011073251116_iwy018C25"},{"key":"key\n\t\t\t\t20181011073251116_iwy018C26","doi-asserted-by":"crossref","first-page":"714","DOI":"10.1016\/j.apergo.2013.09.012","article-title":"Evaluating camouflage design using eye movement data","volume":"45","author":"Lin","year":"2014","journal-title":"Appl. Ergon."},{"key":"key\n\t\t\t\t20181011073251116_iwy018C27","doi-asserted-by":"crossref","first-page":"1798","DOI":"10.1109\/TBME.2010.2048568","article-title":"EEG-based emotion recognition in music listening","volume":"57","author":"Lin","year":"2010","journal-title":"IEEE Trans. Biomed. Eng."},{"key":"key\n\t\t\t\t20181011073251116_iwy018C28","doi-asserted-by":"crossref","first-page":"195","DOI":"10.1007\/978-3-642-24600-5_23","volume-title":"Affective Computing and Intelligent Interaction (ACII 2011)","author":"Liu","year":"2011"},{"key":"key\n\t\t\t\t20181011073251116_iwy018C29","doi-asserted-by":"crossref","first-page":"55","DOI":"10.1163\/156856808782713762","article-title":"Visual interest in pictorial art during an aesthetic experience","volume":"21","author":"Locher","year":"2007","journal-title":"Spat. Vis."},{"key":"key\n\t\t\t\t20181011073251116_iwy018C30","doi-asserted-by":"crossref","first-page":"547","DOI":"10.3758\/BF03210264","article-title":"The gaze selects informative details within pictures","volume":"2","author":"Mackworth","year":"1967","journal-title":"Percept. Psychophys."},{"key":"key\n\t\t\t\t20181011073251116_iwy018C31","doi-asserted-by":"crossref","first-page":"2854","DOI":"10.1016\/j.promfg.2015.07.783","article-title":"Review of eye-related measures of drivers\u2019 mental workload","volume":"3","author":"Marquart","year":"2015","journal-title":"Procedia Manuf."},{"key":"key\n\t\t\t\t20181011073251116_iwy018C32","first-page":"80","article-title":"Facilitative effect of the picture superiority effect during encoding and retrieval","volume":"27","author":"Mi","year":"2009","journal-title":"Sci. Technol. Rev."},{"year":"2010","author":"Machajdik","key":"key\n\t\t\t\t20181011073251116_iwy018C33"},{"key":"key\n\t\t\t\t20181011073251116_iwy018C34","doi-asserted-by":"crossref","first-page":"4370","DOI":"10.1016\/j.eswa.2015.01.036","article-title":"EEG signal classfication for BCI applications by wavelets and interval type-2 fuzzy logic systems","volume":"42","author":"Nguyen","year":"2015","journal-title":"Expert Syst. Appl."},{"year":"2011","author":"Nie","key":"key\n\t\t\t\t20181011073251116_iwy018C35"},{"key":"key\n\t\t\t\t20181011073251116_iwy018C36","first-page":"15","article-title":"Studies of emotion: a theoretical and empirical review of psychophysiological studies of emotion","volume":"1","author":"Niemic","year":"2002","journal-title":"J. Undergrad. Res."},{"key":"key\n\t\t\t\t20181011073251116_iwy018C37","doi-asserted-by":"crossref","first-page":"271","DOI":"10.1016\/j.sbspro.2013.08.563","article-title":"Problem of perceptual image formation","volume":"86","author":"Nikolay","year":"2013","journal-title":"Soc. Behav. Sci."},{"key":"key\n\t\t\t\t20181011073251116_iwy018C38","doi-asserted-by":"crossref","first-page":"407","DOI":"10.1093\/iwc\/iwv015","article-title":"Field dependence\u2013independence and eye movement patterns: investigating users\u2019 differences through an eye tracking study","volume":"28","author":"Nisiforou","year":"2016","journal-title":"Interact. Comput."},{"key":"key\n\t\t\t\t20181011073251116_iwy018C39","doi-asserted-by":"crossref","first-page":"393","DOI":"10.1016\/j.cognition.2015.10.016","article-title":"Position tracking and identity tracking are separate systems: Evidence from eye movements","volume":"146","author":"Oksamaa","year":"2016","journal-title":"Cognition"},{"first-page":"91","year":"2017","author":"Park","key":"key\n\t\t\t\t20181011073251116_iwy018C40"},{"year":"2012","author":"Pham","key":"key\n\t\t\t\t20181011073251116_iwy018C41"},{"key":"key\n\t\t\t\t20181011073251116_iwy018C42","doi-asserted-by":"crossref","first-page":"219","DOI":"10.1037\/1076-898X.7.3.219","article-title":"Integrating text and pictorial information: eye movements when looking at print advertisements","volume":"7","author":"Rayner","year":"2001","journal-title":"J. Exp. Psychol. Appl."},{"key":"key\n\t\t\t\t20181011073251116_iwy018C43","doi-asserted-by":"crossref","first-page":"251","DOI":"10.1016\/j.foodqual.2014.08.002","article-title":"The identification of viewing patterns of chocolate snack packages using eye-tracking techniques","volume":"39","author":"Rebollar","year":"2015","journal-title":"Food Qual. Prefer."},{"key":"key\n\t\t\t\t20181011073251116_iwy018C44","doi-asserted-by":"crossref","first-page":"31","DOI":"10.1016\/j.ijhcs.2015.02.006","article-title":"Gaze dependant prefetching of web content to increase speed and comfort of web browsing","volume":"78","author":"Rozado","year":"2015","journal-title":"Int. J. Hum. Comput. Stud."},{"key":"key\n\t\t\t\t20181011073251116_iwy018C45","doi-asserted-by":"crossref","first-page":"1161","DOI":"10.1037\/h0077714","article-title":"A","volume":"39","author":"Russell","year":"1980","journal-title":"J. Pers. Soc. Psychol."},{"year":"2002","author":"Schlogl","key":"key\n\t\t\t\t20181011073251116_iwy018C46"},{"key":"key\n\t\t\t\t20181011073251116_iwy018C47","doi-asserted-by":"crossref","first-page":"723","DOI":"10.1016\/j.apergo.2006.12.001","article-title":"The marketing implications of affective product design","volume":"38","author":"Seva","year":"2007","journal-title":"Appl. Ergon."},{"year":"2011","author":"Shawon","key":"key\n\t\t\t\t20181011073251116_iwy018C48"},{"key":"key\n\t\t\t\t20181011073251116_iwy018C49","first-page":"108","article-title":"Cognitive assessment techniques","volume":"7","author":"Singh","year":"2014","journal-title":"Int. J. Comput. Sci. Commun."},{"year":"2013","author":"Stade","key":"key\n\t\t\t\t20181011073251116_iwy018C50"},{"key":"key\n\t\t\t\t20181011073251116_iwy018C51","first-page":"40","article-title":"Investigation of kansei image direction for product design","volume":"30","author":"Su","year":"2004","journal-title":"J. Lanzhou Univ. Technol."},{"key":"key\n\t\t\t\t20181011073251116_iwy018C52","doi-asserted-by":"crossref","first-page":"27","DOI":"10.1016\/j.jadohealth.2007.02.014","article-title":"Adolescents\u2019 attention to responsibility messages in magazine alcohol advertisements: an eye-tracking approach","volume":"41","author":"Thomsen","year":"2007","journal-title":"J. Adolesc. Health"},{"key":"key\n\t\t\t\t20181011073251116_iwy018C53","doi-asserted-by":"crossref","first-page":"130","DOI":"10.1016\/j.foodqual.2015.05.008","article-title":"Design factors influence consumers\u2019 gazing behaviour and decision time in an eye-tracking test:A study on food images","volume":"47","author":"Vu","year":"2016","journal-title":"Food Qual. Prefence"},{"year":"2005","author":"Wu","key":"key\n\t\t\t\t20181011073251116_iwy018C54"},{"key":"key\n\t\t\t\t20181011073251116_iwy018C55","doi-asserted-by":"crossref","first-page":"434","DOI":"10.1541\/ieejeiss.127.434","article-title":"A","volume":"127","author":"Xiang","year":"2007","journal-title":"IEEJ Trans. EIS"},{"year":"2012","author":"Yanulevskaya","key":"key\n\t\t\t\t20181011073251116_iwy018C56"},{"key":"key\n\t\t\t\t20181011073251116_iwy018C57","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1016\/j.neucom.2014.10.093","article-title":"Understanding emotional impact of images using Bayesian multiple kernel learning","volume":"165","author":"Zhang","year":"2015","journal-title":"Neurocomputing"},{"key":"key\n\t\t\t\t20181011073251116_iwy018C58","doi-asserted-by":"crossref","first-page":"4669","DOI":"10.1007\/s11042-015-2497-5","article-title":"Towards robust automatic affective classification of images using facial expressions for practical applications","volume":"75","author":"Zhang","year":"2016","journal-title":"Multimed. Tools Appl."},{"year":"2013","author":"Zhang","key":"key\n\t\t\t\t20181011073251116_iwy018C59"}],"container-title":["Interacting with Computers"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/academic.oup.com\/iwc\/article-pdf\/30\/5\/417\/25998695\/iwy018.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,10,21]],"date-time":"2019-10-21T18:26:45Z","timestamp":1571682405000},"score":1,"resource":{"primary":{"URL":"https:\/\/academic.oup.com\/iwc\/article\/30\/5\/417\/5090263"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,9,1]]},"references-count":59,"journal-issue":{"issue":"5","published-online":{"date-parts":[[2018,9,4]]},"published-print":{"date-parts":[[2018,9,1]]}},"URL":"https:\/\/doi.org\/10.1093\/iwc\/iwy018","relation":{},"ISSN":["0953-5438","1873-7951"],"issn-type":[{"type":"print","value":"0953-5438"},{"type":"electronic","value":"1873-7951"}],"subject":[],"published-other":{"date-parts":[[2018,9]]},"published":{"date-parts":[[2018,9,1]]}}}