{"id":"https://openalex.org/W2586885782","doi":"https://doi.org/10.1145/3027385.3027447","title":"Learning pulse","display_name":"Learning pulse","publication_year":2017,"publication_date":"2017-02-27","ids":{"openalex":"https://openalex.org/W2586885782","doi":"https://doi.org/10.1145/3027385.3027447","mag":"2586885782"},"language":"en","primary_location":{"id":"doi:10.1145/3027385.3027447","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3027385.3027447","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Seventh International Learning Analytics & Knowledge Conference","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/A5089555754","display_name":"Daniele Di Mitri","orcid":"https://orcid.org/0000-0002-9331-6893"},"institutions":[{"id":"https://openalex.org/I7876267","display_name":"Open University of the Netherlands","ror":"https://ror.org/018dfmf50","country_code":"NL","type":"education","lineage":["https://openalex.org/I7876267"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Daniele Di Mitri","raw_affiliation_strings":["Open University of the Netherlands, Valkenburgerweg, Heerlen"],"affiliations":[{"raw_affiliation_string":"Open University of the Netherlands, Valkenburgerweg, Heerlen","institution_ids":["https://openalex.org/I7876267"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062513761","display_name":"Maren Scheffel","orcid":"https://orcid.org/0000-0003-4395-4819"},"institutions":[{"id":"https://openalex.org/I7876267","display_name":"Open University of the Netherlands","ror":"https://ror.org/018dfmf50","country_code":"NL","type":"education","lineage":["https://openalex.org/I7876267"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Maren Scheffel","raw_affiliation_strings":["Open University of the Netherlands, Valkenburgerweg, Heerlen"],"affiliations":[{"raw_affiliation_string":"Open University of the Netherlands, Valkenburgerweg, Heerlen","institution_ids":["https://openalex.org/I7876267"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027722484","display_name":"Hendrik Drachsler","orcid":"https://orcid.org/0000-0001-8407-5314"},"institutions":[{"id":"https://openalex.org/I7876267","display_name":"Open University of the Netherlands","ror":"https://ror.org/018dfmf50","country_code":"NL","type":"education","lineage":["https://openalex.org/I7876267"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Hendrik Drachsler","raw_affiliation_strings":["Open University of the Netherlands, Valkenburgerweg, Heerlen"],"affiliations":[{"raw_affiliation_string":"Open University of the Netherlands, Valkenburgerweg, Heerlen","institution_ids":["https://openalex.org/I7876267"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045266413","display_name":"Dirk B\u00f6rner","orcid":"https://orcid.org/0000-0001-8954-5098"},"institutions":[{"id":"https://openalex.org/I7876267","display_name":"Open University of the Netherlands","ror":"https://ror.org/018dfmf50","country_code":"NL","type":"education","lineage":["https://openalex.org/I7876267"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Dirk B\u00f6rner","raw_affiliation_strings":["Open University of the Netherlands, Valkenburgerweg, Heerlen"],"affiliations":[{"raw_affiliation_string":"Open University of the Netherlands, Valkenburgerweg, Heerlen","institution_ids":["https://openalex.org/I7876267"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048614789","display_name":"Stefaan Ternier","orcid":"https://orcid.org/0000-0002-1598-9558"},"institutions":[{"id":"https://openalex.org/I7876267","display_name":"Open University of the Netherlands","ror":"https://ror.org/018dfmf50","country_code":"NL","type":"education","lineage":["https://openalex.org/I7876267"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Stefaan Ternier","raw_affiliation_strings":["Open University of the Netherlands, Valkenburgerweg, Heerlen"],"affiliations":[{"raw_affiliation_string":"Open University of the Netherlands, Valkenburgerweg, Heerlen","institution_ids":["https://openalex.org/I7876267"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044003393","display_name":"Marcus Specht","orcid":"https://orcid.org/0000-0002-6086-8480"},"institutions":[{"id":"https://openalex.org/I7876267","display_name":"Open University of the Netherlands","ror":"https://ror.org/018dfmf50","country_code":"NL","type":"education","lineage":["https://openalex.org/I7876267"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Marcus Specht","raw_affiliation_strings":["Open University of the Netherlands, Valkenburgerweg, Heerlen"],"affiliations":[{"raw_affiliation_string":"Open University of the Netherlands, Valkenburgerweg, Heerlen","institution_ids":["https://openalex.org/I7876267"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5089555754"],"corresponding_institution_ids":["https://openalex.org/I7876267"],"apc_list":null,"apc_paid":null,"fwci":13.8715,"has_fulltext":false,"cited_by_count":95,"citation_normalized_percentile":{"value":0.9909,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"188","last_page":"197"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational 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/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational 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/T11122","display_name":"Online Learning and Analytics","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T10162","display_name":"Online and Blended Learning","score":0.9975000023841858,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6913634538650513},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5107815265655518},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5007083415985107},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.48660552501678467},{"id":"https://openalex.org/keywords/learning-effect","display_name":"Learning effect","score":0.45228031277656555},{"id":"https://openalex.org/keywords/pulse-rate","display_name":"Pulse rate","score":0.44253861904144287},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.4305571913719177},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.34578949213027954}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6913634538650513},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5107815265655518},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5007083415985107},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.48660552501678467},{"id":"https://openalex.org/C10431821","wikidata":"https://www.wikidata.org/wiki/Q6510174","display_name":"Learning effect","level":2,"score":0.45228031277656555},{"id":"https://openalex.org/C2988351347","wikidata":"https://www.wikidata.org/wiki/Q191733","display_name":"Pulse rate","level":3,"score":0.44253861904144287},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.4305571913719177},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.34578949213027954},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C84393581","wikidata":"https://www.wikidata.org/wiki/Q82642","display_name":"Blood pressure","level":2,"score":0.0},{"id":"https://openalex.org/C175444787","wikidata":"https://www.wikidata.org/wiki/Q39072","display_name":"Microeconomics","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3027385.3027447","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3027385.3027447","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Seventh International Learning Analytics & Knowledge Conference","raw_type":"proceedings-article"},{"id":"pmh:oai:research.ou.nl:publications/f296e935-a6df-499a-ac04-0c24e31d7b98","is_oa":false,"landing_page_url":"https://research.ou.nl/en/publications/f296e935-a6df-499a-ac04-0c24e31d7b98","pdf_url":null,"source":{"id":"https://openalex.org/S4406922485","display_name":"Open University of the Netherlands Research Portal","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Di Mitri, D, Scheffel, M, Drachsler, H, B\u00f6rner, D, Ternier, S & Specht, M 2017, Learning pulse : a machine learning approach for predicting performance in self-regulated learning using multimodal data. in LAK '17 : Proceedings of the Seventh International Learning Analytics & Knowledge Conference. Association for Computing Machinery (ACM), New York, ACM International Conference Proceeding Series, pp. 188-197. https://doi.org/10.1145/3027385.3027447","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:dspace.ou.nl:1820/7394","is_oa":false,"landing_page_url":"http://hdl.handle.net/1820/7394","pdf_url":null,"source":{"id":"https://openalex.org/S4306401002","display_name":"DSpace (Open University in the Netherlands)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I7876267","host_organization_name":"Open University of the Netherlands","host_organization_lineage":["https://openalex.org/I7876267"],"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 proceedings"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.6000000238418579,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W182856779","https://openalex.org/W1167657885","https://openalex.org/W1594278800","https://openalex.org/W1741920700","https://openalex.org/W1870458811","https://openalex.org/W1902455212","https://openalex.org/W1919094054","https://openalex.org/W1978201364","https://openalex.org/W2005372638","https://openalex.org/W2035142424","https://openalex.org/W2036648297","https://openalex.org/W2048531734","https://openalex.org/W2072220377","https://openalex.org/W2081283602","https://openalex.org/W2082246284","https://openalex.org/W2095907159","https://openalex.org/W2117766479","https://openalex.org/W2140141795","https://openalex.org/W2146286581","https://openalex.org/W2336397500","https://openalex.org/W2338918660","https://openalex.org/W2530155032","https://openalex.org/W2558896960","https://openalex.org/W2572537244","https://openalex.org/W2576576458","https://openalex.org/W2577073183","https://openalex.org/W2614237344","https://openalex.org/W2992252352","https://openalex.org/W4241816833","https://openalex.org/W4246135399"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4224009465","https://openalex.org/W4306674287","https://openalex.org/W4286629047","https://openalex.org/W4205958290","https://openalex.org/W4384212932","https://openalex.org/W304855073","https://openalex.org/W4390590544","https://openalex.org/W2096195258","https://openalex.org/W2990460313"],"abstract_inverted_index":{"Learning":[0,122],"Pulse":[1],"explores":[2],"whether":[3],"using":[4,115],"a":[5,51,87,120,162],"machine":[6],"learning":[7,21,28,32,65,78,107,135,173],"approach":[8],"on":[9,59],"multimodal":[10,77],"data":[11],"such":[12],"as":[13,45,158],"heart":[14],"rate,":[15],"step":[16],"count,":[17],"weather":[18],"condition":[19],"and":[20,55,66,96,150,179],"activity":[22],"can":[23],"be":[24],"used":[25,157,184],"to":[26,93,99,102,132,160,167],"predict":[27],"performance":[29,154],"in":[30],"self-regulated":[31],"settings.":[33],"An":[34],"experiment":[35,129],"was":[36,80,91],"carried":[37],"out":[38],"lasting":[39],"eight":[40],"weeks":[41],"involving":[42],"PhD":[43],"students":[44],"participants,":[46],"each":[47],"of":[48,84,127,146,171,182],"them":[49],"wearing":[50],"Fitbit":[52],"HR":[53],"wristband":[54],"having":[56],"their":[57,60,64,106,134,143],"application":[58],"computer":[61],"recorded":[62],"during":[63],"working":[67],"activities":[68],"throughout":[69],"the":[70,103,116,128,172,177,180,183],"day.":[71],"A":[72],"software":[73],"infrastructure":[74,86],"for":[75],"collecting":[76],"experiences":[79],"implemented.":[81],"As":[82],"part":[83],"this":[85],"Data":[88,109],"Processing":[89],"Application":[90],"developed":[92],"pre-process,":[94],"analyse":[95],"generate":[97,168],"predictions":[98,170],"provide":[100],"feedback":[101],"users":[104],"about":[105],"performance.":[108,174],"from":[110],"different":[111],"sources":[112],"were":[113,130,156],"stored":[114],"xAPI":[117],"standard":[118],"into":[119],"cloud-based":[121],"Record":[123],"Store.":[124],"The":[125],"participants":[126],"asked":[131],"rate":[133],"experience":[136],"through":[137],"an":[138],"Activity":[139],"Rating":[140],"Tool":[141],"indicating":[142],"perceived":[144],"level":[145],"productivity,":[147],"stress,":[148],"challenge":[149],"abilities.":[151],"These":[152],"self-reported":[153],"indicators":[155],"markers":[159],"train":[161],"Linear":[163],"Mixed":[164],"Effect":[165],"Model":[166],"learner-specific":[169],"We":[175],"discuss":[176],"advantages":[178],"limitations":[181],"approach,":[185],"highlighting":[186],"further":[187],"development":[188],"points.":[189]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":11},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":13},{"year":2022,"cited_by_count":14},{"year":2021,"cited_by_count":9},{"year":2020,"cited_by_count":18},{"year":2019,"cited_by_count":9},{"year":2018,"cited_by_count":12},{"year":2017,"cited_by_count":2}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2017-02-17T00:00:00"}