{"id":"https://openalex.org/W2547090472","doi":"https://doi.org/10.1145/2993148.2993202","title":"Using touchscreen interaction data to predict cognitive workload","display_name":"Using touchscreen interaction data to predict cognitive workload","publication_year":2016,"publication_date":"2016-10-31","ids":{"openalex":"https://openalex.org/W2547090472","doi":"https://doi.org/10.1145/2993148.2993202","mag":"2547090472"},"language":"en","primary_location":{"id":"doi:10.1145/2993148.2993202","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2993148.2993202","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 18th ACM International Conference on Multimodal Interaction","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/A5061324066","display_name":"Philipp Mock","orcid":null},"institutions":[{"id":"https://openalex.org/I4210136238","display_name":"Leibniz-Institut f\u00fcr Wissensmedien","ror":"https://ror.org/03hv28176","country_code":"DE","type":"facility","lineage":["https://openalex.org/I315704651","https://openalex.org/I4210136238"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Philipp Mock","raw_affiliation_strings":["Leibniz-Institut f\u00fcr Wissensmedien, Germany"],"affiliations":[{"raw_affiliation_string":"Leibniz-Institut f\u00fcr Wissensmedien, Germany","institution_ids":["https://openalex.org/I4210136238"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089332735","display_name":"Peter Gerjets","orcid":"https://orcid.org/0000-0003-1358-6779"},"institutions":[{"id":"https://openalex.org/I4210136238","display_name":"Leibniz-Institut f\u00fcr Wissensmedien","ror":"https://ror.org/03hv28176","country_code":"DE","type":"facility","lineage":["https://openalex.org/I315704651","https://openalex.org/I4210136238"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Peter Gerjets","raw_affiliation_strings":["Leibniz-Institut f\u00fcr Wissensmedien, Germany"],"affiliations":[{"raw_affiliation_string":"Leibniz-Institut f\u00fcr Wissensmedien, Germany","institution_ids":["https://openalex.org/I4210136238"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056801604","display_name":"Maike Tibus","orcid":null},"institutions":[{"id":"https://openalex.org/I8087733","display_name":"University of T\u00fcbingen","ror":"https://ror.org/03a1kwz48","country_code":"DE","type":"education","lineage":["https://openalex.org/I8087733"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Maike Tibus","raw_affiliation_strings":["University of T\u00fcbingen, Germany"],"affiliations":[{"raw_affiliation_string":"University of T\u00fcbingen, Germany","institution_ids":["https://openalex.org/I8087733"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086577266","display_name":"Ulrich Trautwein","orcid":"https://orcid.org/0000-0003-0647-0057"},"institutions":[{"id":"https://openalex.org/I8087733","display_name":"University of T\u00fcbingen","ror":"https://ror.org/03a1kwz48","country_code":"DE","type":"education","lineage":["https://openalex.org/I8087733"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Ulrich Trautwein","raw_affiliation_strings":["University of T\u00fcbingen, Germany"],"affiliations":[{"raw_affiliation_string":"University of T\u00fcbingen, Germany","institution_ids":["https://openalex.org/I8087733"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112455817","display_name":"Korbinian M\u00f6ller","orcid":null},"institutions":[{"id":"https://openalex.org/I4210136238","display_name":"Leibniz-Institut f\u00fcr Wissensmedien","ror":"https://ror.org/03hv28176","country_code":"DE","type":"facility","lineage":["https://openalex.org/I315704651","https://openalex.org/I4210136238"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Korbinian M\u00f6ller","raw_affiliation_strings":["Leibniz-Institut f\u00fcr Wissensmedien, Germany"],"affiliations":[{"raw_affiliation_string":"Leibniz-Institut f\u00fcr Wissensmedien, Germany","institution_ids":["https://openalex.org/I4210136238"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087076980","display_name":"Wolfgang Rosenstiel","orcid":null},"institutions":[{"id":"https://openalex.org/I8087733","display_name":"University of T\u00fcbingen","ror":"https://ror.org/03a1kwz48","country_code":"DE","type":"education","lineage":["https://openalex.org/I8087733"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Wolfgang Rosenstiel","raw_affiliation_strings":["University of T\u00fcbingen, Germany"],"affiliations":[{"raw_affiliation_string":"University of T\u00fcbingen, Germany","institution_ids":["https://openalex.org/I8087733"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5061324066"],"corresponding_institution_ids":["https://openalex.org/I4210136238"],"apc_list":null,"apc_paid":null,"fwci":2.4397,"has_fulltext":false,"cited_by_count":19,"citation_normalized_percentile":{"value":0.89238099,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"349","last_page":"356"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10525","display_name":"Human-Automation Interaction and Safety","score":0.9932000041007996,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10525","display_name":"Human-Automation Interaction and Safety","score":0.9932000041007996,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social 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/T11707","display_name":"Gaze Tracking and Assistive Technology","score":0.9696999788284302,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12607","display_name":"Personal Information Management and User Behavior","score":0.9693999886512756,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/touchscreen","display_name":"Touchscreen","score":0.9329749345779419},{"id":"https://openalex.org/keywords/workload","display_name":"Workload","score":0.801409125328064},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7396213412284851},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.5504381656646729},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.49102282524108887},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.1640031337738037},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.15852046012878418}],"concepts":[{"id":"https://openalex.org/C2778539339","wikidata":"https://www.wikidata.org/wiki/Q165970","display_name":"Touchscreen","level":2,"score":0.9329749345779419},{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.801409125328064},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7396213412284851},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.5504381656646729},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.49102282524108887},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.1640031337738037},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.15852046012878418},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/2993148.2993202","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2993148.2993202","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 18th ACM International Conference on Multimodal Interaction","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","score":0.7599999904632568,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W100369288","https://openalex.org/W142239246","https://openalex.org/W1484777458","https://openalex.org/W1490628945","https://openalex.org/W1562748096","https://openalex.org/W1583053084","https://openalex.org/W1969953200","https://openalex.org/W1979538975","https://openalex.org/W1983205071","https://openalex.org/W1990609887","https://openalex.org/W1995641269","https://openalex.org/W1997400788","https://openalex.org/W1999072739","https://openalex.org/W2022607533","https://openalex.org/W2052653358","https://openalex.org/W2056403771","https://openalex.org/W2071291085","https://openalex.org/W2086664124","https://openalex.org/W2107865346","https://openalex.org/W2188302695","https://openalex.org/W2294415626","https://openalex.org/W2464623581","https://openalex.org/W2497802852","https://openalex.org/W6687240656"],"related_works":["https://openalex.org/W2899084033","https://openalex.org/W2762811937","https://openalex.org/W4205102248","https://openalex.org/W30804224","https://openalex.org/W1966390168","https://openalex.org/W2744202812","https://openalex.org/W4298162897","https://openalex.org/W2515846482","https://openalex.org/W2285672838","https://openalex.org/W2055116326"],"abstract_inverted_index":{"Although":[0],"a":[1,64,71,108],"great":[2],"number":[3],"of":[4,38,58,98,118,121,127,140,151],"today\u2019s":[5],"learning":[6,48,86,181],"applications":[7],"run":[8],"on":[9,63,79,160],"devices":[10,21],"with":[11,96],"an":[12,137],"interactive":[13],"screen,":[14],"the":[15,36,76,130,165],"high-resolution":[16],"interaction":[17,56,105],"data":[18,42],"which":[19,144],"these":[20,80],"provide":[22],"have":[23],"not":[24],"been":[25],"used":[26,112,166],"for":[27,154,164,178],"workload-adaptive":[28],"systems":[29],"yet.":[30],"This":[31],"paper":[32],"aims":[33],"at":[34],"exploring":[35],"potential":[37],"using":[39],"touch":[40,55],"sensor":[41],"to":[43,91,113,149],"predict":[44,92],"user":[45],"states":[46],"in":[47,75],"scenarios.":[49],"For":[50],"this":[51],"purpose,":[52],"we":[53,82,142],"collected":[54],"patterns":[57,106],"children":[59],"solving":[60],"math":[61],"tasks":[62,97],"multi-touch":[65],"device.":[66],"30":[67],"fourth-grade":[68],"students":[69],"from":[70,107],"primary":[72],"school":[73],"participated":[74],"study.":[77],"Based":[78],"data,":[81],"investigate":[83],"how":[84],"machine":[85],"methods":[87],"can":[88,110],"be":[89,111,150,176],"applied":[90],"cognitive":[93,122],"workload":[94,123],"associated":[95],"varying":[99],"difficulty.":[100],"Our":[101],"results":[102],"show":[103],"that":[104,174],"touchscreen":[109],"significantly":[114],"improve":[115],"automatic":[116],"prediction":[117],"high":[119,152],"levels":[120],"(average":[124],"classification":[125],"accuracy":[126],"90.67%":[128],"between":[129],"easiest":[131],"and":[132,170],"most":[133,147],"difficult":[134],"tasks).":[135],"Analyzing":[136],"extensive":[138],"set":[139],"features,":[141],"discuss":[143,171],"characteristics":[145],"are":[146],"likely":[148],"value":[153],"future":[155,179],"implementations.":[156],"We":[157],"furthermore":[158],"elaborate":[159],"design":[161],"choices":[162],"made":[163],"multiple":[167],"choice":[168],"interface":[169],"critical":[172],"factors":[173],"should":[175],"considered":[177],"touch-based":[180],"interfaces.":[182]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
