{"id":"https://openalex.org/W3029671594","doi":"https://doi.org/10.1007/978-3-030-50788-6_24","title":"The Mental Machine: Classifying Mental Workload State from Unobtrusive Heart Rate-Measures Using Machine Learning","display_name":"The Mental Machine: Classifying Mental Workload State from Unobtrusive Heart Rate-Measures Using Machine Learning","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3029671594","doi":"https://doi.org/10.1007/978-3-030-50788-6_24","mag":"3029671594"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-030-50788-6_24","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-50788-6_24","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://dspace.library.uu.nl/handle/1874/395031","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5019288525","display_name":"Roderic H. L. Hillege","orcid":null},"institutions":[{"id":"https://openalex.org/I4210102192","display_name":"Nieuwegein Fonds","ror":"https://ror.org/017cm0005","country_code":"NL","type":"nonprofit","lineage":["https://openalex.org/I4210102192"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Roderic H. L. Hillege","raw_affiliation_strings":["Ordina N.V., Nieuwegein, The Netherlands","ProRail B.V., Utrecht, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ordina N.V., Nieuwegein, The Netherlands","institution_ids":["https://openalex.org/I4210102192"]},{"raw_affiliation_string":"ProRail B.V., Utrecht, The Netherlands","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110866135","display_name":"Julia Lo","orcid":null},"institutions":[{"id":"https://openalex.org/I98358874","display_name":"Delft University of Technology","ror":"https://ror.org/02e2c7k09","country_code":"NL","type":"education","lineage":["https://openalex.org/I98358874"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Julia C. Lo","raw_affiliation_strings":["Faculty of Technology, Policy and Management, Delft University of Technology, Delft, The Netherlands","ProRail B.V., Utrecht, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Technology, Policy and Management, Delft University of Technology, Delft, The Netherlands","institution_ids":["https://openalex.org/I98358874"]},{"raw_affiliation_string":"ProRail B.V., Utrecht, The Netherlands","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075919714","display_name":"Christian P. Janssen","orcid":"https://orcid.org/0000-0002-9849-404X"},"institutions":[{"id":"https://openalex.org/I193662353","display_name":"Utrecht University","ror":"https://ror.org/04pp8hn57","country_code":"NL","type":"education","lineage":["https://openalex.org/I193662353"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Christian P. Janssen","raw_affiliation_strings":["Experimental Psychology & Helmholtz Institute, Utrecht University, Utrecht, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Experimental Psychology & Helmholtz Institute, Utrecht University, Utrecht, The Netherlands","institution_ids":["https://openalex.org/I193662353"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074464468","display_name":"Nico Romeijn","orcid":null},"institutions":[{"id":"https://openalex.org/I193662353","display_name":"Utrecht University","ror":"https://ror.org/04pp8hn57","country_code":"NL","type":"education","lineage":["https://openalex.org/I193662353"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Nico Romeijn","raw_affiliation_strings":["Experimental Psychology & Helmholtz Institute, Utrecht University, Utrecht, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Experimental Psychology & Helmholtz Institute, Utrecht University, Utrecht, The Netherlands","institution_ids":["https://openalex.org/I193662353"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":2.1904,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.87136239,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"330","last_page":"349"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.9962000250816345,"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":0.9962000250816345,"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9933000206947327,"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/T10525","display_name":"Human-Automation Interaction and Safety","score":0.9811999797821045,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/workload","display_name":"Workload","score":0.9166699647903442},{"id":"https://openalex.org/keywords/adaboost","display_name":"AdaBoost","score":0.7563862204551697},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7425194382667542},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.62610924243927},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5926843285560608},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.4899512827396393},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.3378332257270813},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.2571665644645691},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.08292233943939209}],"concepts":[{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.9166699647903442},{"id":"https://openalex.org/C141404830","wikidata":"https://www.wikidata.org/wiki/Q2823869","display_name":"AdaBoost","level":3,"score":0.7563862204551697},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7425194382667542},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.62610924243927},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5926843285560608},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.4899512827396393},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.3378332257270813},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.2571665644645691},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.08292233943939209}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/978-3-030-50788-6_24","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-50788-6_24","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmh:oai:tudelft.nl:uuid:83a1794c-52f8-420b-b588-eed019f78647","is_oa":false,"landing_page_url":"http://resolver.tudelft.nl/uuid:83a1794c-52f8-420b-b588-eed019f78647","pdf_url":null,"source":{"id":"https://openalex.org/S4306400906","display_name":"Research Repository (Delft University of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I98358874","host_organization_name":"Delft University of Technology","host_organization_lineage":["https://openalex.org/I98358874"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"conference paper"},{"id":"pmh:uu:oai:dspace.library.uu.nl:1874/395031","is_oa":true,"landing_page_url":"https://dspace.library.uu.nl/handle/1874/395031","pdf_url":null,"source":{"id":"https://openalex.org/S4306401843","display_name":"Data Archiving and Networked Services (DANS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1322597698","host_organization_name":"Royal Netherlands Academy of Arts and Sciences","host_organization_lineage":["https://openalex.org/I1322597698"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"HCI International. Springer","raw_type":"info:eu-repo/semantics/bookpart"}],"best_oa_location":{"id":"pmh:uu:oai:dspace.library.uu.nl:1874/395031","is_oa":true,"landing_page_url":"https://dspace.library.uu.nl/handle/1874/395031","pdf_url":null,"source":{"id":"https://openalex.org/S4306401843","display_name":"Data Archiving and Networked Services (DANS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1322597698","host_organization_name":"Royal Netherlands Academy of Arts and Sciences","host_organization_lineage":["https://openalex.org/I1322597698"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"HCI International. Springer","raw_type":"info:eu-repo/semantics/bookpart"},"sustainable_development_goals":[{"score":0.4699999988079071,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":64,"referenced_works":["https://openalex.org/W133122663","https://openalex.org/W160696605","https://openalex.org/W1517218240","https://openalex.org/W1536620489","https://openalex.org/W1557830173","https://openalex.org/W1660123436","https://openalex.org/W1872160050","https://openalex.org/W1968245727","https://openalex.org/W1969881236","https://openalex.org/W1971882374","https://openalex.org/W1983830994","https://openalex.org/W1989872874","https://openalex.org/W2002282659","https://openalex.org/W2002894033","https://openalex.org/W2003922338","https://openalex.org/W2005399676","https://openalex.org/W2076883103","https://openalex.org/W2087766611","https://openalex.org/W2087993726","https://openalex.org/W2096451472","https://openalex.org/W2101234009","https://openalex.org/W2109165772","https://openalex.org/W2114512073","https://openalex.org/W2115252128","https://openalex.org/W2118615835","https://openalex.org/W2119896685","https://openalex.org/W2143426320","https://openalex.org/W2145073242","https://openalex.org/W2145279167","https://openalex.org/W2148143831","https://openalex.org/W2154776925","https://openalex.org/W2155830908","https://openalex.org/W2157289187","https://openalex.org/W2162033213","https://openalex.org/W2184481998","https://openalex.org/W2285072859","https://openalex.org/W2294161397","https://openalex.org/W2342249984","https://openalex.org/W2520509592","https://openalex.org/W2593628499","https://openalex.org/W2599152628","https://openalex.org/W2610752197","https://openalex.org/W2611226293","https://openalex.org/W2729002305","https://openalex.org/W2731359901","https://openalex.org/W2765157026","https://openalex.org/W2792140820","https://openalex.org/W2800085743","https://openalex.org/W2808472211","https://openalex.org/W2886389672","https://openalex.org/W2888580379","https://openalex.org/W2890072046","https://openalex.org/W2895656341","https://openalex.org/W2905547346","https://openalex.org/W2911797858","https://openalex.org/W2911964244","https://openalex.org/W2945433494","https://openalex.org/W2949662773","https://openalex.org/W2960952295","https://openalex.org/W2964161291","https://openalex.org/W3104792420","https://openalex.org/W3210800143","https://openalex.org/W4285719527","https://openalex.org/W6675354045"],"related_works":["https://openalex.org/W986318368","https://openalex.org/W2000785801","https://openalex.org/W2384410913","https://openalex.org/W2352878646","https://openalex.org/W2990194547","https://openalex.org/W2004734601","https://openalex.org/W3011239835","https://openalex.org/W4312534362","https://openalex.org/W3185760728","https://openalex.org/W2915047625"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
