{"id":"https://openalex.org/W101664218","doi":null,"title":"Domain-Independent Proximity Measures in Intelligent Tutoring Systems","display_name":"Domain-Independent Proximity Measures in Intelligent Tutoring Systems","publication_year":2013,"publication_date":"2013-07-06","ids":{"openalex":"https://openalex.org/W101664218","mag":"101664218"},"language":"en","primary_location":{"id":"pmh:oai:pub.uni-bielefeld.de:2625185","doi":null,"is_oa":true,"landing_page_url":"https://pub.uni-bielefeld.de/record/2625185","pdf_url":"https://pub.uni-bielefeld.de/record/2625185","source":{"id":"https://openalex.org/S4306401624","display_name":"Publikationen an der Universit\u00e4t Bielefeld (Universit\u00e4t Bielefeld)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I20121455","host_organization_name":"Bielefeld University","host_organization_lineage":["https://openalex.org/I20121455"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Mokbel B, Gross S, Paa\u00dfen B, Pinkwart N, Hammer B. Domain-Independent Proximity Measures in Intelligent Tutoring Systems. In: D'Mello SK, Calvo RA, Olney A, eds. &lt;em&gt;Proceedings of the 6th International Conference on Educational Data Mining (EDM)&lt;/em&gt;. 2013: 334-335.","raw_type":"info:eu-repo/semantics/conferenceObject"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://pub.uni-bielefeld.de/record/2625185","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5113581981","display_name":"Bassam Mokbel","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I20121455","display_name":"Bielefeld University","ror":"https://ror.org/02hpadn98","country_code":"DE","type":"education","lineage":["https://openalex.org/I20121455"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Bassam Mokbel","raw_affiliation_strings":["Bielefeld University,;"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bielefeld University,;","institution_ids":["https://openalex.org/I20121455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042159463","display_name":"Sebastian Gro\u00df","orcid":"https://orcid.org/0000-0002-5627-9341","observed_orcids":["https://orcid.org/0000-0002-5627-9341"]},"institutions":[{"id":"https://openalex.org/I43980791","display_name":"Clausthal University of Technology","ror":"https://ror.org/04qb8nc58","country_code":"DE","type":"education","lineage":["https://openalex.org/I43980791"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Sebastian Gro\u00df","raw_affiliation_strings":["Clausthal Univ. of Technol"],"raw_orcid":"https://orcid.org/0000-0002-5627-9341","affiliations":[{"raw_affiliation_string":"Clausthal Univ. of Technol","institution_ids":["https://openalex.org/I43980791"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057832550","display_name":"Benjamin Paa\u00dfen","orcid":"https://orcid.org/0000-0002-3899-2450","observed_orcids":["https://orcid.org/0000-0002-3899-2450"]},"institutions":[{"id":"https://openalex.org/I20121455","display_name":"Bielefeld University","ror":"https://ror.org/02hpadn98","country_code":"DE","type":"education","lineage":["https://openalex.org/I20121455"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Benjamin Paa\u00dfen","raw_affiliation_strings":["Bielefeld University,;"],"raw_orcid":"https://orcid.org/0000-0002-3899-2450","affiliations":[{"raw_affiliation_string":"Bielefeld University,;","institution_ids":["https://openalex.org/I20121455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057497085","display_name":"Niels Pinkwart C","orcid":"https://orcid.org/0000-0001-7076-9737","observed_orcids":["https://orcid.org/0000-0001-7076-9737"]},"institutions":[{"id":"https://openalex.org/I43980791","display_name":"Clausthal University of Technology","ror":"https://ror.org/04qb8nc58","country_code":"DE","type":"education","lineage":["https://openalex.org/I43980791"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Niels Pinkwart","raw_affiliation_strings":["Clausthal Univ. of Technol"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Clausthal Univ. of Technol","institution_ids":["https://openalex.org/I43980791"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091180862","display_name":"Barbara Hammer","orcid":"https://orcid.org/0000-0002-0935-5591","observed_orcids":["https://orcid.org/0000-0002-0935-5591"]},"institutions":[{"id":"https://openalex.org/I20121455","display_name":"Bielefeld University","ror":"https://ror.org/02hpadn98","country_code":"DE","type":"education","lineage":["https://openalex.org/I20121455"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Barbara Hammer","raw_affiliation_strings":["Bielefeld University,;"],"raw_orcid":"https://orcid.org/0000-0002-0935-5591","affiliations":[{"raw_affiliation_string":"Bielefeld University,;","institution_ids":["https://openalex.org/I20121455"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.7194,"has_fulltext":true,"cited_by_count":25,"citation_normalized_percentile":{"value":0.91578282,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":88,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"334","last_page":"335"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9994999766349792,"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"}},"topics":[{"id":"https://openalex.org/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9994999766349792,"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"}},{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":9.999999747378752e-05,"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/T10906","display_name":"AI-based Problem Solving and Planning","score":0.0,"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/intelligent-tutoring-systems","display_name":"intelligent tutoring systems","score":0.9980000257492065},{"id":"https://openalex.org/keywords/proximity-measures","display_name":"proximity measures","score":0.8790000081062317},{"id":"https://openalex.org/keywords/feedback-provision","display_name":"feedback provision","score":0.6620000004768372},{"id":"https://openalex.org/keywords/decision-boundaries","display_name":"decision boundaries","score":0.593999981880188}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8311368823051453},{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.7484241127967834},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.734137773513794},{"id":"https://openalex.org/C2778023277","wikidata":"https://www.wikidata.org/wiki/Q321703","display_name":"Premise","level":2,"score":0.7223076224327087},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.6729681491851807},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6410491466522217},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6315572261810303},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6166560649871826},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.5463427305221558},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.4352518320083618},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","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/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"pmh:oai:pub.uni-bielefeld.de:2625185","doi":null,"is_oa":true,"landing_page_url":"https://pub.uni-bielefeld.de/record/2625185","pdf_url":"https://pub.uni-bielefeld.de/record/2625185","source":{"id":"https://openalex.org/S4306401624","display_name":"Publikationen an der Universit\u00e4t Bielefeld (Universit\u00e4t Bielefeld)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I20121455","host_organization_name":"Bielefeld University","host_organization_lineage":["https://openalex.org/I20121455"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Mokbel B, Gross S, Paa\u00dfen B, Pinkwart N, Hammer B. Domain-Independent Proximity Measures in Intelligent Tutoring Systems. In: D'Mello SK, Calvo RA, Olney A, eds. &lt;em&gt;Proceedings of the 6th International Conference on Educational Data Mining (EDM)&lt;/em&gt;. 2013: 334-335.","raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.652.3259","doi":null,"is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.652.3259","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.educationaldatamining.org/EDM2013/papers/rn_paper_68.pdf","raw_type":"text"},{"id":"pmh:oai:pub.librecat.org:2625185","doi":null,"is_oa":false,"landing_page_url":"https://pub.uni-bielefeld.de/record/2625185","pdf_url":null,"source":{"id":"https://openalex.org/S4306401671","display_name":"PUB \u2013 Publications at Bielefeld University (Bielefeld University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I20121455","host_organization_name":"Bielefeld University","host_organization_lineage":["https://openalex.org/I20121455"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Mokbel B, Gross S, Paa\u00dfen B, Pinkwart N, Hammer B. Domain-Independent Proximity Measures in Intelligent Tutoring Systems. In: D'Mello SK, Calvo RA, Olney A, eds. &lt;em&gt;Proceedings of the 6th International Conference on Educational Data Mining (EDM)&lt;/em&gt;. 2013: 334-335.","raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"mag:101664218","doi":null,"is_oa":false,"landing_page_url":"https://www.educationaldatamining.org/EDM2013/papers/rn_paper_68.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306418235","display_name":"Educational Data Mining","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":"Educational Data Mining","raw_type":null}],"best_oa_location":{"id":"pmh:oai:pub.uni-bielefeld.de:2625185","doi":null,"is_oa":true,"landing_page_url":"https://pub.uni-bielefeld.de/record/2625185","pdf_url":"https://pub.uni-bielefeld.de/record/2625185","source":{"id":"https://openalex.org/S4306401624","display_name":"Publikationen an der Universit\u00e4t Bielefeld (Universit\u00e4t Bielefeld)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I20121455","host_organization_name":"Bielefeld University","host_organization_lineage":["https://openalex.org/I20121455"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Mokbel B, Gross S, Paa\u00dfen B, Pinkwart N, Hammer B. Domain-Independent Proximity Measures in Intelligent Tutoring Systems. In: D'Mello SK, Calvo RA, Olney A, eds. &lt;em&gt;Proceedings of the 6th International Conference on Educational Data Mining (EDM)&lt;/em&gt;. 2013: 334-335.","raw_type":"info:eu-repo/semantics/conferenceObject"},"sustainable_development_goals":[{"display_name":"Quality education","score":0.7567999958992004,"id":"https://metadata.un.org/sdg/4"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W101664218.pdf","grobid_xml":"https://content.openalex.org/works/W101664218.grobid-xml"},"referenced_works_count":6,"referenced_works":["https://openalex.org/W1567653762","https://openalex.org/W1978394996","https://openalex.org/W2059804788","https://openalex.org/W2132914434","https://openalex.org/W2135670868","https://openalex.org/W2610179052"],"related_works":["https://openalex.org/W1567653762","https://openalex.org/W2168546954","https://openalex.org/W1536103402","https://openalex.org/W403084905","https://openalex.org/W2486222883","https://openalex.org/W2129957087","https://openalex.org/W7096373903","https://openalex.org/W2170081440","https://openalex.org/W114885213","https://openalex.org/W2055205197"],"abstract_inverted_index":{"Intelligent":[0],"tutoring":[1],"systems":[2],"(ITSs)":[3],"typically":[4],"analyze":[5],"student":[6,145],"solutions":[7,78,115],"to":[8,11,24,32,71,80,124],"provide":[9],"feedback":[10,45],"students":[12],"for":[13,96,139],"a":[14,33,40],"given":[15],"learning":[16,19],"task.":[17],"Machine":[18],"(ML)":[20],"tools":[21],"can":[22,43,90,116],"help":[23],"reduce":[25],"the":[26,52,58,63,103,111,132],"necessary":[27],"effort":[28],"of":[29,60,105],"tailoring":[30],"ITSs":[31],"specific":[34],"task":[35],"or":[36],"domain.\\nFor":[37],"example,":[38],"training":[39],"classification":[41,73],"model":[42],"facilitate":[44],"provision":[46],"by":[47],"revealing":[48],"discriminative":[49],"characteristics":[50],"in":[51,62,83,102,131],"solutions.":[53,146],"In":[54],"many":[55],"ML":[56],"methods,":[57],"notion":[59],"proximity":[61,100],"investigated":[64],"data":[65],"plays":[66],"an":[67,84],"important":[68],"role,":[69],"e.g.":[70],"evaluate":[72],"boundaries.":[74],"For":[75],"this":[76],"purpose,":[77],"need":[79],"be":[81,91,117],"represented":[82,118],"appropriate":[85],"form,":[86],"so":[87],"their":[88],"(dis-)similarity":[89],"calculated.":[92],"We":[93,122],"discuss":[94],"options":[95],"domain-":[97],"and":[98,126,134],"task-independent":[99],"measures":[101],"context":[104],"ITSs,":[106],"which":[107],"are":[108],"based":[109],"on":[110],"ample":[112],"premise":[113],"that":[114],"as":[119,141,143],"formal":[120],"graphs.":[121],"propose":[123],"identify":[125],"match":[127],"meaningful":[128],"contextual":[129],"components":[130],"solutions,":[133],"present":[135],"first":[136],"evaluation":[137],"results":[138],"artificial":[140],"well":[142],"real":[144]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":2},{"year":2017,"cited_by_count":4},{"year":2016,"cited_by_count":3},{"year":2015,"cited_by_count":7},{"year":2014,"cited_by_count":2}],"updated_date":"2026-11-03T10:50:19.383937","created_date":"2016-06-24T00:00:00"}
