{"id":"https://openalex.org/W2070925690","doi":"https://doi.org/10.1016/j.procs.2010.08.008","title":"Towards a user model for personalized recommendations in work-integrated learning: A report on an experimental study with a collaborative tagging system","display_name":"Towards a user model for personalized recommendations in work-integrated learning: A report on an experimental study with a collaborative tagging system","publication_year":2010,"publication_date":"2010-01-01","ids":{"openalex":"https://openalex.org/W2070925690","doi":"https://doi.org/10.1016/j.procs.2010.08.008","mag":"2070925690"},"language":"en","primary_location":{"id":"doi:10.1016/j.procs.2010.08.008","doi":"https://doi.org/10.1016/j.procs.2010.08.008","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.procs.2010.08.008","pdf_url":"https://www.sciencedirect.com/science/article/pii/S1877050910003212/pdf","source":{"id":"https://openalex.org/S120348307","display_name":"Procedia Computer Science","issn_l":"1877-0509","issn":["1877-0509"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","jufo-1","norway-1"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Procedia Computer Science","raw_type":"journal-article"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://www.sciencedirect.com/science/article/pii/S1877050910003212/pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5016349294","display_name":"Karin Schoefegger","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]}],"countries":["AT"],"is_corresponding":true,"raw_author_name":"K. Schoefegger","raw_affiliation_strings":["Management Institute, Graz University of Technology, Inffeldgasse 21a, 8010 Graz, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Management Institute, Graz University of Technology, Inffeldgasse 21a, 8010 Graz, Austria","institution_ids":["https://openalex.org/I4092182"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076774643","display_name":"Paul Christian Seitlinger","orcid":"https://orcid.org/0000-0003-1817-4626","observed_orcids":["https://orcid.org/0000-0003-1817-4626"]},"institutions":[{"id":"https://openalex.org/I15766117","display_name":"University of Graz","ror":"https://ror.org/01faaaf77","country_code":"AT","type":"education","lineage":["https://openalex.org/I15766117"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"P. Seitlinger","raw_affiliation_strings":["Cognitive Science Section, University of Graz, Universitaetsplatz 2, 8010 Graz,Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cognitive Science Section, University of Graz, Universitaetsplatz 2, 8010 Graz,Austria","institution_ids":["https://openalex.org/I15766117"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027793799","display_name":"Tobias Ley","orcid":"https://orcid.org/0000-0002-2804-2304","observed_orcids":["https://orcid.org/0000-0002-2804-2304"]},"institutions":[{"id":"https://openalex.org/I15766117","display_name":"University of Graz","ror":"https://ror.org/01faaaf77","country_code":"AT","type":"education","lineage":["https://openalex.org/I15766117"]},{"id":"https://openalex.org/I4210088621","display_name":"Know Center Research GmbH (Austria)","ror":"https://ror.org/004zhad81","country_code":"AT","type":"company","lineage":["https://openalex.org/I4210088621"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"T. Ley","raw_affiliation_strings":["Cognitive Science Section, University of Graz, Universitaetsplatz 2, 8010 Graz,Austria","Know-Center, Inffeldgasse 21a, 8010 Graz, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cognitive Science Section, University of Graz, Universitaetsplatz 2, 8010 Graz,Austria","institution_ids":["https://openalex.org/I15766117"]},{"raw_affiliation_string":"Know-Center, Inffeldgasse 21a, 8010 Graz, Austria","institution_ids":["https://openalex.org/I4210088621"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5016349294"],"corresponding_institution_ids":["https://openalex.org/I4092182"],"apc_list":null,"apc_paid":null,"fwci":0.7906,"has_fulltext":true,"cited_by_count":19,"citation_normalized_percentile":{"value":0.69556191,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":87,"max":98},"biblio":{"volume":"1","issue":"2","first_page":"2829","last_page":"2838"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9535999894142151,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9535999894142151,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.029100000858306885,"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":0.007199999876320362,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/user-modeling","display_name":"user modeling","score":0.9390000104904175},{"id":"https://openalex.org/keywords/personalized-recommendation","display_name":"personalized recommendation","score":0.8709999918937683},{"id":"https://openalex.org/keywords/work-integrated-learning","display_name":"work-integrated learning","score":0.9779999852180481},{"id":"https://openalex.org/keywords/collaborative-tagging","display_name":"collaborative tagging","score":0.8220000267028809},{"id":"https://openalex.org/keywords/knowledge-workers","display_name":"knowledge workers","score":0.8669999837875366},{"id":"https://openalex.org/keywords/knowledge-level","display_name":"knowledge level","score":0.6359999775886536},{"id":"https://openalex.org/keywords/topic-modeling","display_name":"topic modeling","score":0.5490000247955322},{"id":"https://openalex.org/keywords/context-aware-recommendation","display_name":"context-aware recommendation","score":0.6000000238418579},{"id":"https://openalex.org/keywords/workplace-learning","display_name":"workplace learning","score":0.4690000116825104},{"id":"https://openalex.org/keywords/information-needs","display_name":"information needs","score":0.4650000035762787}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8660411238670349},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6577754616737366},{"id":"https://openalex.org/C207685749","wikidata":"https://www.wikidata.org/wiki/Q2088941","display_name":"Domain knowledge","level":2,"score":0.6107185482978821},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.5722914338111877},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5659253001213074},{"id":"https://openalex.org/C67712803","wikidata":"https://www.wikidata.org/wiki/Q7901853","display_name":"User modeling","level":3,"score":0.5370122194290161},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.5197317600250244},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5158921480178833},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4847857356071472},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.4227978587150574},{"id":"https://openalex.org/C89505385","wikidata":"https://www.wikidata.org/wiki/Q47146","display_name":"User interface","level":2,"score":0.24647065997123718},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","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/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","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/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.procs.2010.08.008","doi":"https://doi.org/10.1016/j.procs.2010.08.008","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.procs.2010.08.008","pdf_url":"https://www.sciencedirect.com/science/article/pii/S1877050910003212/pdf","source":{"id":"https://openalex.org/S120348307","display_name":"Procedia Computer Science","issn_l":"1877-0509","issn":["1877-0509"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","jufo-1","norway-1"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Procedia Computer Science","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1016/j.procs.2010.08.008","doi":"https://doi.org/10.1016/j.procs.2010.08.008","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.procs.2010.08.008","pdf_url":"https://www.sciencedirect.com/science/article/pii/S1877050910003212/pdf","source":{"id":"https://openalex.org/S120348307","display_name":"Procedia Computer Science","issn_l":"1877-0509","issn":["1877-0509"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","jufo-1","norway-1"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Procedia Computer Science","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G1018107567","display_name":"Transferring knowledgE on Academic knowledge Management","funder_award_id":"251514","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320325582","display_name":"Karl-Franzens-Universit\u00e4t Graz","ror":"https://ror.org/01faaaf77"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2070925690.pdf","grobid_xml":"https://content.openalex.org/works/W2070925690.grobid-xml"},"referenced_works_count":21,"referenced_works":["https://openalex.org/W62994433","https://openalex.org/W102073017","https://openalex.org/W1485524636","https://openalex.org/W1521385148","https://openalex.org/W1580483202","https://openalex.org/W1588906366","https://openalex.org/W1593088422","https://openalex.org/W1804376968","https://openalex.org/W2016277697","https://openalex.org/W2030684081","https://openalex.org/W2064173066","https://openalex.org/W2116262626","https://openalex.org/W2122290252","https://openalex.org/W2126497299","https://openalex.org/W2127448023","https://openalex.org/W2132920211","https://openalex.org/W2168717408","https://openalex.org/W2299058954","https://openalex.org/W2809823208","https://openalex.org/W3158386134","https://openalex.org/W6678196894"],"related_works":["https://openalex.org/W7096572758","https://openalex.org/W2971908524","https://openalex.org/W130080441","https://openalex.org/W6906685237","https://openalex.org/W2982075101","https://openalex.org/W2600215441","https://openalex.org/W4246396955","https://openalex.org/W2889591442","https://openalex.org/W1976582344","https://openalex.org/W2923126"],"abstract_inverted_index":{"The":[0],"informal":[1],"setting":[2],"of":[3,15,28,63,158],"learning":[4,18,151],"at":[5],"work":[6],"give":[7],"rise":[8],"for":[9,54],"unique":[10],"challenges":[11,40],"to":[12,37,47,57,59,107,165],"the":[13,25,29,44,60,75,109,114,132,136,141,156],"field":[14],"technology":[16],"enhanced":[17],"systems.":[19],"Personalized":[20],"recommendations":[21,56],"taking":[22],"into":[23],"account":[24],"current":[26,61,124],"context":[27,62,111],"individual":[30,50,123],"knowledge":[31,45,65,77,85,125],"worker":[32,66],"are":[33,79,118],"a":[34,64,98,152,159],"powerful":[35],"approach":[36,168],"overcome":[38],"those":[39],"and":[41,82,121,169],"effectively":[42],"support":[43],"workers":[46,78],"meet":[48],"their":[49,83,122],"information":[51,134],"needs.":[52],"Basis":[53],"these":[55,128],"adopt":[58],"can":[67],"be":[68],"provided":[69],"by":[70,130],"user":[71,93],"models":[72],"which":[73],"reflects":[74],"topics":[76,116,129],"dealing":[80,119],"with":[81,97,120,149,155],"corresponding":[84],"levels,":[86],"but":[87],"research":[88],"has":[89],"only":[90],"focused":[91],"on":[92,113,144,171],"modeling":[94],"in":[95],"settings":[96],"static":[99],"underlying":[100],"domain":[101],"model":[102,108],"so":[103],"far.":[104],"We":[105],"suggest":[106],"users\u2019":[110],"based":[112],"emergent":[115],"they":[117],"levels":[126],"within":[127,140],"extracting":[131],"necessary":[133],"from":[135,146],"user\u2019s":[137],"past":[138],"activities":[139],"system.":[142],"Based":[143],"data":[145],"an":[147],"experiment":[148],"students":[150],"new":[153],"topic":[154],"help":[157],"collaborative":[160],"tagging":[161],"system,":[162],"we":[163],"started":[164],"evaluate":[166],"this":[167],"report":[170],"first":[172],"results.":[173]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2019,"cited_by_count":2},{"year":2017,"cited_by_count":1},{"year":2015,"cited_by_count":4},{"year":2014,"cited_by_count":4},{"year":2013,"cited_by_count":1},{"year":2012,"cited_by_count":2}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2016-06-24T00:00:00"}
