{"id":"https://openalex.org/W4406727886","doi":"https://doi.org/10.1109/tfuzz.2025.3528376","title":"A Fuzzy Logic-Based Approach to Predict Human Interaction by Functional Near-Infrared Spectroscopy","display_name":"A Fuzzy Logic-Based Approach to Predict Human Interaction by Functional Near-Infrared Spectroscopy","publication_year":2025,"publication_date":"2025-01-22","ids":{"openalex":"https://openalex.org/W4406727886","doi":"https://doi.org/10.1109/tfuzz.2025.3528376"},"language":"en","primary_location":{"id":"doi:10.1109/tfuzz.2025.3528376","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tfuzz.2025.3528376","pdf_url":null,"source":{"id":"https://openalex.org/S134177497","display_name":"IEEE Transactions on Fuzzy Systems","issn_l":"1063-6706","issn":["1063-6706","1941-0034"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Fuzzy Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5091464052","display_name":"Xiaowei Jiang","orcid":"https://orcid.org/0000-0003-3052-5193"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Xiaowei Jiang","raw_affiliation_strings":["GrapheneX-UTS Human-centric AI Centre, Australian AI Institute, School of Computer Science, Faculty of Engineering and Information Technology, University of Technology Sydney, Ultimo, NSW, Australia"],"raw_orcid":"https://orcid.org/0000-0003-3052-5193","affiliations":[{"raw_affiliation_string":"GrapheneX-UTS Human-centric AI Centre, Australian AI Institute, School of Computer Science, Faculty of Engineering and Information Technology, University of Technology Sydney, Ultimo, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004963688","display_name":"Liang Ou","orcid":"https://orcid.org/0000-0003-2419-5634"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Liang Ou","raw_affiliation_strings":["GrapheneX-UTS Human-centric AI Centre, Australian AI Institute, School of Computer Science, Faculty of Engineering and Information Technology, University of Technology Sydney, Ultimo, NSW, Australia"],"raw_orcid":"https://orcid.org/0000-0003-2419-5634","affiliations":[{"raw_affiliation_string":"GrapheneX-UTS Human-centric AI Centre, Australian AI Institute, School of Computer Science, Faculty of Engineering and Information Technology, University of Technology Sydney, Ultimo, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100672235","display_name":"Yanan Chen","orcid":"https://orcid.org/0000-0001-5510-231X"},"institutions":[{"id":"https://openalex.org/I173899330","display_name":"Henan University","ror":"https://ror.org/003xyzq10","country_code":"CN","type":"education","lineage":["https://openalex.org/I173899330"]},{"id":"https://openalex.org/I4210131870","display_name":"Institute of Psychology, Chinese Academy of Sciences","ror":"https://ror.org/03j7v5j15","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210131870"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanan Chen","raw_affiliation_strings":["Institute of Psychology and Behavior, Henan University, Kaifeng, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Psychology and Behavior, Henan University, Kaifeng, China","institution_ids":["https://openalex.org/I173899330","https://openalex.org/I4210131870"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109584881","display_name":"Na Ao","orcid":null},"institutions":[{"id":"https://openalex.org/I173899330","display_name":"Henan University","ror":"https://ror.org/003xyzq10","country_code":"CN","type":"education","lineage":["https://openalex.org/I173899330"]},{"id":"https://openalex.org/I4210131870","display_name":"Institute of Psychology, Chinese Academy of Sciences","ror":"https://ror.org/03j7v5j15","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210131870"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Na Ao","raw_affiliation_strings":["Institute of Psychology and Behavior, Henan University, Kaifeng, China"],"raw_orcid":"https://orcid.org/0009-0005-1840-3363","affiliations":[{"raw_affiliation_string":"Institute of Psychology and Behavior, Henan University, Kaifeng, China","institution_ids":["https://openalex.org/I173899330","https://openalex.org/I4210131870"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076932590","display_name":"Yu\u2010Cheng Chang","orcid":"https://orcid.org/0000-0001-9244-0318"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Yu-Cheng Chang","raw_affiliation_strings":["GrapheneX-UTS Human-centric AI Centre, Australian AI Institute, School of Computer Science, Faculty of Engineering and Information Technology, University of Technology Sydney, Ultimo, NSW, Australia"],"raw_orcid":"https://orcid.org/0000-0001-9244-0318","affiliations":[{"raw_affiliation_string":"GrapheneX-UTS Human-centric AI Centre, Australian AI Institute, School of Computer Science, Faculty of Engineering and Information Technology, University of Technology Sydney, Ultimo, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081643442","display_name":"Thomas Do","orcid":"https://orcid.org/0000-0002-8597-5944"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Thomas Do","raw_affiliation_strings":["GrapheneX-UTS Human-centric AI Centre, Australian AI Institute, School of Computer Science, Faculty of Engineering and Information Technology, University of Technology Sydney, Ultimo, NSW, Australia"],"raw_orcid":"https://orcid.org/0000-0002-8597-5944","affiliations":[{"raw_affiliation_string":"GrapheneX-UTS Human-centric AI Centre, Australian AI Institute, School of Computer Science, Faculty of Engineering and Information Technology, University of Technology Sydney, Ultimo, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058936239","display_name":"Chin\u2010Teng Lin","orcid":"https://orcid.org/0000-0001-8371-8197"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Chin-Teng Lin","raw_affiliation_strings":["GrapheneX-UTS Human-centric AI Centre, Australian AI Institute, School of Computer Science, Faculty of Engineering and Information Technology, University of Technology Sydney, Ultimo, NSW, Australia"],"raw_orcid":"https://orcid.org/0000-0001-8371-8197","affiliations":[{"raw_affiliation_string":"GrapheneX-UTS Human-centric AI Centre, Australian AI Institute, School of Computer Science, Faculty of Engineering and Information Technology, University of Technology Sydney, Ultimo, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.0205,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.70449423,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"33","issue":"5","first_page":"1664","last_page":"1677"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.830299973487854,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.830299973487854,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12994","display_name":"Infrared Thermography in Medicine","score":0.826200008392334,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10977","display_name":"Optical Imaging and Spectroscopy Techniques","score":0.7437999844551086,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.6794366836547852},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5399394631385803},{"id":"https://openalex.org/keywords/functional-near-infrared-spectroscopy","display_name":"Functional near-infrared spectroscopy","score":0.5264328718185425},{"id":"https://openalex.org/keywords/infrared-spectroscopy","display_name":"Infrared spectroscopy","score":0.4603080749511719},{"id":"https://openalex.org/keywords/spectroscopy","display_name":"Spectroscopy","score":0.4472429156303406},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.44388359785079956},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.19980046153068542},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.10457795858383179}],"concepts":[{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.6794366836547852},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5399394631385803},{"id":"https://openalex.org/C130796691","wikidata":"https://www.wikidata.org/wiki/Q750537","display_name":"Functional near-infrared spectroscopy","level":4,"score":0.5264328718185425},{"id":"https://openalex.org/C153642686","wikidata":"https://www.wikidata.org/wiki/Q70906","display_name":"Infrared spectroscopy","level":2,"score":0.4603080749511719},{"id":"https://openalex.org/C32891209","wikidata":"https://www.wikidata.org/wiki/Q483666","display_name":"Spectroscopy","level":2,"score":0.4472429156303406},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44388359785079956},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.19980046153068542},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.10457795858383179},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.0},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C2781195155","wikidata":"https://www.wikidata.org/wiki/Q18680","display_name":"Prefrontal cortex","level":3,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tfuzz.2025.3528376","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tfuzz.2025.3528376","pdf_url":null,"source":{"id":"https://openalex.org/S134177497","display_name":"IEEE Transactions on Fuzzy Systems","issn_l":"1063-6706","issn":["1063-6706","1941-0034"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Fuzzy Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1287172568","display_name":"AI-Human Empowered Team Decision-Making","funder_award_id":"DP220100803","funder_id":"https://openalex.org/F4320334704","funder_display_name":"Australian Research Council"},{"id":"https://openalex.org/G4674782077","display_name":null,"funder_award_id":"GJ202007","funder_id":"https://openalex.org/F4320336163","funder_display_name":"Institute of Psychology, Chinese Academy of Sciences"},{"id":"https://openalex.org/G4880096179","display_name":"Mind-reading AI to translate silent speech into words","funder_award_id":"DP250103612","funder_id":"https://openalex.org/F4320334704","funder_display_name":"Australian Research Council"},{"id":"https://openalex.org/G6895883142","display_name":"ARC Research Hub for Human-Robot Teaming for Sustainable and Resilient Construction","funder_award_id":"IH240100016","funder_id":"https://openalex.org/F4320334704","funder_display_name":"Australian Research Council"}],"funders":[{"id":"https://openalex.org/F4320334704","display_name":"Australian Research Council","ror":"https://ror.org/05mmh0f86"},{"id":"https://openalex.org/F4320336163","display_name":"Institute of Psychology, Chinese Academy of Sciences","ror":"https://ror.org/03j7v5j15"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":76,"referenced_works":["https://openalex.org/W1579559141","https://openalex.org/W1963910089","https://openalex.org/W1978866722","https://openalex.org/W1982278227","https://openalex.org/W1988155045","https://openalex.org/W1995450389","https://openalex.org/W2001260913","https://openalex.org/W2009985663","https://openalex.org/W2011027186","https://openalex.org/W2017912366","https://openalex.org/W2046557060","https://openalex.org/W2049897179","https://openalex.org/W2055851684","https://openalex.org/W2063131317","https://openalex.org/W2079207700","https://openalex.org/W2099540856","https://openalex.org/W2108891685","https://openalex.org/W2131977585","https://openalex.org/W2134718184","https://openalex.org/W2136148200","https://openalex.org/W2156060469","https://openalex.org/W2344975321","https://openalex.org/W2418379501","https://openalex.org/W2516809705","https://openalex.org/W2559463885","https://openalex.org/W2786454053","https://openalex.org/W2793106680","https://openalex.org/W2796698500","https://openalex.org/W2890361094","https://openalex.org/W2954503794","https://openalex.org/W2964125683","https://openalex.org/W2978623259","https://openalex.org/W2997844461","https://openalex.org/W3000137514","https://openalex.org/W3006767861","https://openalex.org/W3013149459","https://openalex.org/W3121807099","https://openalex.org/W3161343553","https://openalex.org/W3164307300","https://openalex.org/W3165304737","https://openalex.org/W3174266389","https://openalex.org/W3186197713","https://openalex.org/W3189897609","https://openalex.org/W3192851400","https://openalex.org/W3200659498","https://openalex.org/W3211773724","https://openalex.org/W3212544778","https://openalex.org/W4242373830","https://openalex.org/W4281625230","https://openalex.org/W4293275440","https://openalex.org/W4317399173","https://openalex.org/W4321609134","https://openalex.org/W4328050328","https://openalex.org/W4377081909","https://openalex.org/W4379983773","https://openalex.org/W4384135373","https://openalex.org/W4385245566","https://openalex.org/W4385332721","https://openalex.org/W4386055988","https://openalex.org/W4386091044","https://openalex.org/W4387873046","https://openalex.org/W4388656198","https://openalex.org/W4388665785","https://openalex.org/W4390278180","https://openalex.org/W4391472694","https://openalex.org/W4394580101","https://openalex.org/W4394949197","https://openalex.org/W6693912633","https://openalex.org/W6736518430","https://openalex.org/W6737479944","https://openalex.org/W6737947904","https://openalex.org/W6747395325","https://openalex.org/W6752948792","https://openalex.org/W6810424935","https://openalex.org/W6847403376","https://openalex.org/W6867176674"],"related_works":["https://openalex.org/W1542038854","https://openalex.org/W3131063699","https://openalex.org/W4230137352","https://openalex.org/W2108613701","https://openalex.org/W2415545749","https://openalex.org/W2185041379","https://openalex.org/W1612801273","https://openalex.org/W4255036497","https://openalex.org/W3128057522","https://openalex.org/W2137261382"],"abstract_inverted_index":{"In":[0,125],"this":[1],"article,":[2],"we":[3],"introduce":[4],"the":[5,20,36,58,78,108,133,152,170],"Fuzzy":[6],"logic-based":[7],"attention":[8,32,60,110],"(Fuzzy":[9],"Attention":[10],"Layer)":[11],"mechanism,":[12],"a":[13,72],"novel":[14],"computational":[15],"approach":[16],"designed":[17],"to":[18,40,90,169],"enhance":[19],"interpretability":[21],"and":[22,63,139,175],"efficacy":[23],"of":[24,67,80,117,136,144,155,172],"neural":[25,46,68,118,134],"models":[26],"in":[27,75,82,101,150],"psychological":[28,43,160],"research.":[29],"The":[30,142],"fuzzy":[31,56,59,109],"layer":[33,61,111],"integrated":[34],"into":[35,132],"transformer":[37],"encoder":[38],"model":[39,123,146],"analyze":[41],"complex":[42,153],"phenomena":[44],"from":[45,97],"signals":[47],"captured":[48],"by":[49],"functional":[50],"near-infrared":[51],"spectroscopy":[52],"(fNIRS).":[53],"By":[54],"leveraging":[55],"logic,":[57],"learns":[62,114],"identifies":[64],"interpretable":[65,115],"patterns":[66,116,128],"activity.":[69],"This":[70],"addresses":[71],"significant":[73],"challenge":[74],"using":[76],"transformers:":[77],"lack":[79],"transparency":[81],"determining":[83],"which":[84],"specific":[85],"brain":[86],"activities":[87],"most":[88],"contribute":[89],"particular":[91],"predictions.":[92],"Our":[93],"experimental":[94],"results,":[95],"obtained":[96],"fNIRS":[98],"data":[99],"engaged":[100],"social":[102,157,173],"interactions":[103],"involving":[104],"handholding,":[105],"reveal":[106],"that":[107],"not":[112],"only":[113],"activity":[119],"but":[120],"also":[121],"enhances":[122],"performance.":[124],"addition,":[126],"these":[127],"provide":[129],"deeper":[130],"insights":[131],"correlates":[135],"interpersonal":[137],"touch":[138],"emotional":[140],"exchange.":[141],"application":[143],"our":[145],"shows":[147],"promising":[148],"potential":[149],"understanding":[151],"aspects":[154],"human":[156],"behavior,":[158],"verify":[159],"theory":[161],"with":[162],"machine":[163],"learning":[164],"algorithms,":[165],"thereby":[166],"contributing":[167],"significantly":[168],"fields":[171],"neuroscience":[174],"AI.":[176]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-01-23T00:00:00"}