{"id":"https://openalex.org/W2248044546","doi":"https://doi.org/10.1109/icdm.2015.138","title":"Transfer Learning via Relational Type Matching","display_name":"Transfer Learning via Relational Type Matching","publication_year":2015,"publication_date":"2015-11-01","ids":{"openalex":"https://openalex.org/W2248044546","doi":"https://doi.org/10.1109/icdm.2015.138","mag":"2248044546"},"language":"en","primary_location":{"id":"doi:10.1109/icdm.2015.138","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icdm.2015.138","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 IEEE International Conference on Data Mining","raw_type":"proceedings-article"},"type":"conference-paper","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/A5021470452","display_name":"Raksha Kumaraswamy","orcid":null},"institutions":[{"id":"https://openalex.org/I4210119109","display_name":"Indiana University Bloomington","ror":"https://ror.org/02k40bc56","country_code":"US","type":"education","lineage":["https://openalex.org/I4210119109","https://openalex.org/I592451"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Raksha Kumaraswamy","raw_affiliation_strings":["School of Informatics and Computing, Indiana University, Bloomington","Sch. of Inf. & Comput., Indiana Univ. Bloomington, Bloomington, IN, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Informatics and Computing, Indiana University, Bloomington","institution_ids":["https://openalex.org/I4210119109"]},{"raw_affiliation_string":"Sch. of Inf. & Comput., Indiana Univ. Bloomington, Bloomington, IN, USA","institution_ids":["https://openalex.org/I4210119109"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069712993","display_name":"Phillip Odom","orcid":"https://orcid.org/0000-0002-0346-0067"},"institutions":[{"id":"https://openalex.org/I4210119109","display_name":"Indiana University Bloomington","ror":"https://ror.org/02k40bc56","country_code":"US","type":"education","lineage":["https://openalex.org/I4210119109","https://openalex.org/I592451"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Phillip Odom","raw_affiliation_strings":["School of Informatics and Computing, Indiana University, Bloomington","Sch. of Inf. & Comput., Indiana Univ. Bloomington, Bloomington, IN, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Informatics and Computing, Indiana University, Bloomington","institution_ids":["https://openalex.org/I4210119109"]},{"raw_affiliation_string":"Sch. of Inf. & Comput., Indiana Univ. Bloomington, Bloomington, IN, USA","institution_ids":["https://openalex.org/I4210119109"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037636074","display_name":"Kristian Kersting","orcid":"https://orcid.org/0000-0002-2873-9152"},"institutions":[{"id":"https://openalex.org/I200332995","display_name":"TU Dortmund University","ror":"https://ror.org/01k97gp34","country_code":"DE","type":"education","lineage":["https://openalex.org/I200332995"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Kristian Kersting","raw_affiliation_strings":["Technical University of Dortmund, Dortmund, Germany","Tech. Univ. of Dortmund, Dortmund, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technical University of Dortmund, Dortmund, Germany","institution_ids":["https://openalex.org/I200332995"]},{"raw_affiliation_string":"Tech. Univ. of Dortmund, Dortmund, Germany","institution_ids":["https://openalex.org/I200332995"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048427371","display_name":"David Leake","orcid":"https://orcid.org/0000-0002-8666-3416"},"institutions":[{"id":"https://openalex.org/I4210119109","display_name":"Indiana University Bloomington","ror":"https://ror.org/02k40bc56","country_code":"US","type":"education","lineage":["https://openalex.org/I4210119109","https://openalex.org/I592451"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"David Leake","raw_affiliation_strings":["School of Informatics and Computing, Indiana University, Bloomington","Sch. of Inf. & Comput., Indiana Univ. Bloomington, Bloomington, IN, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Informatics and Computing, Indiana University, Bloomington","institution_ids":["https://openalex.org/I4210119109"]},{"raw_affiliation_string":"Sch. of Inf. & Comput., Indiana Univ. Bloomington, Bloomington, IN, USA","institution_ids":["https://openalex.org/I4210119109"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064323671","display_name":"Sriraam Natarajan","orcid":"https://orcid.org/0000-0001-9889-6260"},"institutions":[{"id":"https://openalex.org/I4210119109","display_name":"Indiana University Bloomington","ror":"https://ror.org/02k40bc56","country_code":"US","type":"education","lineage":["https://openalex.org/I4210119109","https://openalex.org/I592451"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sriraam Natarajan","raw_affiliation_strings":["School of Informatics and Computing, Indiana University, Bloomington","Sch. of Inf. & Comput., Indiana Univ. Bloomington, Bloomington, IN, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Informatics and Computing, Indiana University, Bloomington","institution_ids":["https://openalex.org/I4210119109"]},{"raw_affiliation_string":"Sch. of Inf. & Comput., Indiana Univ. Bloomington, Bloomington, IN, USA","institution_ids":["https://openalex.org/I4210119109"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":51,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"811","last_page":"816"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11303","display_name":"Bayesian Modeling and Causal Inference","score":0.9988999962806702,"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/T11303","display_name":"Bayesian Modeling and Causal Inference","score":0.9988999962806702,"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/T11719","display_name":"Data Quality and Management","score":0.9976000189781189,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9943000078201294,"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/statistical-relational-learning","display_name":"Statistical relational learning","score":0.798315167427063},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.7528138160705566},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7468698620796204},{"id":"https://openalex.org/keywords/matching","display_name":"Matching (statistics)","score":0.7101497650146484},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.6736584901809692},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.6654670238494873},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5491212010383606},{"id":"https://openalex.org/keywords/transfer","display_name":"Transfer (computing)","score":0.5330307483673096},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.5021123886108398},{"id":"https://openalex.org/keywords/relational-database","display_name":"Relational database","score":0.4470521807670593},{"id":"https://openalex.org/keywords/state","display_name":"State (computer science)","score":0.4272165596485138},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3615075945854187},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.35755306482315063},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.30419933795928955},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.14981985092163086}],"concepts":[{"id":"https://openalex.org/C177877439","wikidata":"https://www.wikidata.org/wiki/Q7604413","display_name":"Statistical relational learning","level":3,"score":0.798315167427063},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.7528138160705566},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7468698620796204},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.7101497650146484},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.6736584901809692},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.6654670238494873},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5491212010383606},{"id":"https://openalex.org/C2776175482","wikidata":"https://www.wikidata.org/wiki/Q1195816","display_name":"Transfer (computing)","level":2,"score":0.5330307483673096},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.5021123886108398},{"id":"https://openalex.org/C5655090","wikidata":"https://www.wikidata.org/wiki/Q192588","display_name":"Relational database","level":2,"score":0.4470521807670593},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.4272165596485138},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3615075945854187},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35755306482315063},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.30419933795928955},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.14981985092163086},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icdm.2015.138","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icdm.2015.138","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 IEEE International Conference on Data Mining","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W1512387364","https://openalex.org/W1585529040","https://openalex.org/W1847641470","https://openalex.org/W1997945384","https://openalex.org/W2021602734","https://openalex.org/W2065606385","https://openalex.org/W2134525017","https://openalex.org/W2134845968","https://openalex.org/W2137126099","https://openalex.org/W2144429462","https://openalex.org/W2146777307","https://openalex.org/W2164456230","https://openalex.org/W2164524038","https://openalex.org/W2165698076","https://openalex.org/W2167044614","https://openalex.org/W2184576885","https://openalex.org/W2525811808","https://openalex.org/W4255373292","https://openalex.org/W6630579473","https://openalex.org/W6667072407","https://openalex.org/W6679879300","https://openalex.org/W6680105781","https://openalex.org/W6681879947","https://openalex.org/W6684391652"],"related_works":["https://openalex.org/W3181676408","https://openalex.org/W2612009624","https://openalex.org/W1549959306","https://openalex.org/W320292658","https://openalex.org/W2212764924","https://openalex.org/W2186138942","https://openalex.org/W2806326686","https://openalex.org/W2001007279","https://openalex.org/W2079674650","https://openalex.org/W2945061532"],"abstract_inverted_index":{"Transfer":[0],"learning":[1],"is":[2],"typically":[3],"performed":[4],"between":[5],"problem":[6,15],"instances":[7],"within":[8],"the":[9,14,36,49,55,60,63,72,108],"same":[10],"domain.":[11,51],"We":[12],"consider":[13],"of":[16,62,107],"transferring":[17],"across":[18],"domains.":[19],"To":[20],"this":[21,84],"effect,":[22],"we":[23],"adopt":[24],"a":[25,105],"probabilistic":[26],"logic":[27,56],"approach.":[28],"First,":[29],"our":[30],"approach":[31],"automatically":[32],"identifies":[33],"predicates":[34,47],"in":[35,42,48,104],"target":[37,67],"domain":[38],"that":[39,83],"are":[40],"similar":[41],"their":[43],"relational":[44],"structure":[45],"to":[46],"source":[50],"Second,":[52],"it":[53,70],"transfers":[54],"rules":[57,65,73],"and":[58,100,103],"learns":[59],"parameters":[61],"transferred":[64],"using":[66,76],"data.":[68],"Finally,":[69],"refines":[71],"as":[74,89],"necessary":[75],"theory":[77],"refinement.":[78],"Our":[79],"experimental":[80],"evidence":[81],"supports":[82],"transfer":[85],"method":[86],"finds":[87],"models":[88],"good":[90],"or":[91],"better":[92],"than":[93],"those":[94],"found":[95],"with":[96,99],"state-of-the-art":[97],"methods,":[98],"without":[101],"transfer,":[102],"fraction":[106],"time.":[109]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":29},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
