{"id":"https://openalex.org/W2786696616","doi":"https://doi.org/10.1109/companion.2017.8287084","title":"Preliminary classification of cognitive load states in a human machine interaction scenario","display_name":"Preliminary classification of cognitive load states in a human machine interaction scenario","publication_year":2017,"publication_date":"2017-09-01","ids":{"openalex":"https://openalex.org/W2786696616","doi":"https://doi.org/10.1109/companion.2017.8287084","mag":"2786696616"},"language":"en","primary_location":{"id":"doi:10.1109/companion.2017.8287084","is_oa":false,"landing_page_url":"https://doi.org/10.1109/companion.2017.8287084","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 International Conference on Companion Technology (ICCT)","raw_type":"proceedings-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/A5066515646","display_name":"Andreas Oschlies-Strobel","orcid":null},"institutions":[{"id":"https://openalex.org/I196349391","display_name":"Universit\u00e4t Ulm","ror":"https://ror.org/032000t02","country_code":"DE","type":"education","lineage":["https://openalex.org/I196349391"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Andreas Oschlies-Strobel","raw_affiliation_strings":["University of Ulm, Germany, Medical Psychology, Department of Psychosomatic Medicine and Psychotherapy"],"affiliations":[{"raw_affiliation_string":"University of Ulm, Germany, Medical Psychology, Department of Psychosomatic Medicine and Psychotherapy","institution_ids":["https://openalex.org/I196349391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035710615","display_name":"Sascha Gruss","orcid":"https://orcid.org/0000-0002-4846-6921"},"institutions":[{"id":"https://openalex.org/I196349391","display_name":"Universit\u00e4t Ulm","ror":"https://ror.org/032000t02","country_code":"DE","type":"education","lineage":["https://openalex.org/I196349391"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Sascha Gruss","raw_affiliation_strings":["University of Ulm, Germany, Medical Psychology, Department of Psychosomatic Medicine and Psychotherapy"],"affiliations":[{"raw_affiliation_string":"University of Ulm, Germany, Medical Psychology, Department of Psychosomatic Medicine and Psychotherapy","institution_ids":["https://openalex.org/I196349391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049291404","display_name":"Lucia Jerg\u2010Bretzke","orcid":null},"institutions":[{"id":"https://openalex.org/I196349391","display_name":"Universit\u00e4t Ulm","ror":"https://ror.org/032000t02","country_code":"DE","type":"education","lineage":["https://openalex.org/I196349391"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Lucia Jerg-Bretzke","raw_affiliation_strings":["University of Ulm, Germany, Medical Psychology, Department of Psychosomatic Medicine and Psychotherapy"],"affiliations":[{"raw_affiliation_string":"University of Ulm, Germany, Medical Psychology, Department of Psychosomatic Medicine and Psychotherapy","institution_ids":["https://openalex.org/I196349391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102751750","display_name":"Steffen Walter","orcid":"https://orcid.org/0000-0001-7165-3541"},"institutions":[{"id":"https://openalex.org/I196349391","display_name":"Universit\u00e4t Ulm","ror":"https://ror.org/032000t02","country_code":"DE","type":"education","lineage":["https://openalex.org/I196349391"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Steffen Walter","raw_affiliation_strings":["University of Ulm, Germany, Medical Psychology, Department of Psychosomatic Medicine and Psychotherapy"],"affiliations":[{"raw_affiliation_string":"University of Ulm, Germany, Medical Psychology, Department of Psychosomatic Medicine and Psychotherapy","institution_ids":["https://openalex.org/I196349391"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016281924","display_name":"Dilana Hazer-Rau","orcid":"https://orcid.org/0000-0003-2866-0038"},"institutions":[{"id":"https://openalex.org/I196349391","display_name":"Universit\u00e4t Ulm","ror":"https://ror.org/032000t02","country_code":"DE","type":"education","lineage":["https://openalex.org/I196349391"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Dilana Hazer-Rau","raw_affiliation_strings":["University of Ulm, Germany, Medical Psychology, Department of Psychosomatic Medicine and Psychotherapy"],"affiliations":[{"raw_affiliation_string":"University of Ulm, Germany, Medical Psychology, Department of Psychosomatic Medicine and Psychotherapy","institution_ids":["https://openalex.org/I196349391"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5066515646"],"corresponding_institution_ids":["https://openalex.org/I196349391"],"apc_list":null,"apc_paid":null,"fwci":1.0253,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.76081475,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9828000068664551,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9661999940872192,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/cognitive-load","display_name":"Cognitive load","score":0.7048002481460571},{"id":"https://openalex.org/keywords/naive-bayes-classifier","display_name":"Naive Bayes classifier","score":0.696674644947052},{"id":"https://openalex.org/keywords/arousal","display_name":"Arousal","score":0.6587681174278259},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.635793924331665},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.5899523496627808},{"id":"https://openalex.org/keywords/valence","display_name":"Valence (chemistry)","score":0.5534310340881348},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.533256471157074},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5243918299674988},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.48487886786460876},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.46773797273635864},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.45372653007507324},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.32801592350006104},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.18294724822044373},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.08121612668037415}],"concepts":[{"id":"https://openalex.org/C61641136","wikidata":"https://www.wikidata.org/wiki/Q1107019","display_name":"Cognitive load","level":3,"score":0.7048002481460571},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.696674644947052},{"id":"https://openalex.org/C36951298","wikidata":"https://www.wikidata.org/wiki/Q379784","display_name":"Arousal","level":2,"score":0.6587681174278259},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.635793924331665},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.5899523496627808},{"id":"https://openalex.org/C168900304","wikidata":"https://www.wikidata.org/wiki/Q171407","display_name":"Valence (chemistry)","level":2,"score":0.5534310340881348},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.533256471157074},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5243918299674988},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.48487886786460876},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.46773797273635864},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.45372653007507324},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.32801592350006104},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.18294724822044373},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.08121612668037415},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","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/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/companion.2017.8287084","is_oa":false,"landing_page_url":"https://doi.org/10.1109/companion.2017.8287084","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 International Conference on Companion Technology (ICCT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/5","display_name":"Gender equality","score":0.47999998927116394}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1924689489","https://openalex.org/W1966797434","https://openalex.org/W1977953684","https://openalex.org/W2031829893","https://openalex.org/W2046060640","https://openalex.org/W2104093442","https://openalex.org/W2167557160","https://openalex.org/W2180721986","https://openalex.org/W2216029612","https://openalex.org/W2294593309","https://openalex.org/W2496399555","https://openalex.org/W2507411731","https://openalex.org/W2911964244","https://openalex.org/W4230277160"],"related_works":["https://openalex.org/W4367336074","https://openalex.org/W3154045278","https://openalex.org/W4379620016","https://openalex.org/W4393666307","https://openalex.org/W3210764983","https://openalex.org/W4393443811","https://openalex.org/W4367335949","https://openalex.org/W3089416646","https://openalex.org/W4380048833","https://openalex.org/W4393601998"],"abstract_inverted_index":{"In":[0],"this":[1,69],"work,":[2],"different":[3,41,81],"cognitive":[4,29],"load":[5,30],"situations":[6],"are":[7,88],"examined":[8],"and":[9,74],"classified":[10],"in":[11,63,96],"the":[12,37,55,64,92],"context":[13],"of":[14,39,94],"a":[15,72,75],"Human":[16],"Computer":[17],"Interaction":[18],"(HCI)":[19],"scenario.":[20],"Machine":[21],"learning":[22],"methods":[23],"were":[24],"used":[25],"to":[26,98],"detect":[27],"three":[28,56,80],"states":[31,58],"(overload,":[32],"underload,":[33],"normal":[34],"load)":[35],"with":[36],"help":[38],"five":[40],"psychophysiological":[42],"signals":[43],"(ECG,":[44],"EMG,":[45],"Respiration,":[46],"GSR,":[47],"Temperature).":[48],"At":[49,90],"first":[50],"it":[51],"is":[52,102],"shown,":[53],"that":[54],"regarded":[57],"can":[59],"be":[60],"clearly":[61],"distinguished":[62],"Valence-Arousal-Dominance":[65],"space":[66],"(VAD).":[67],"After":[68],"comparisons":[70],"between":[71],"10-fold-valdidation":[73],"batch-validation":[76],"as":[77,79],"well":[78],"classifiers":[82],"(k-Nearest-Neighbour,":[83],"Naive":[84],"Bayes,":[85],"Random":[86],"Forest)":[87],"accomplished.":[89],"last":[91],"influence":[93],"gender":[95],"contrast":[97],"an":[99],"overall":[100],"analysis":[101],"shown.":[103]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
