{"id":"https://openalex.org/W3023661732","doi":"https://doi.org/10.1145/3377930.3390169","title":"Relatedness measures to aid the transfer of building blocks among multiple tasks","display_name":"Relatedness measures to aid the transfer of building blocks among multiple tasks","publication_year":2020,"publication_date":"2020-06-25","ids":{"openalex":"https://openalex.org/W3023661732","doi":"https://doi.org/10.1145/3377930.3390169","mag":"3023661732"},"language":"en","primary_location":{"id":"doi:10.1145/3377930.3390169","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3377930.3390169","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2020 Genetic and Evolutionary Computation Conference","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2005.03947","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Trung B. Nguyen","orcid":null},"institutions":[{"id":"https://openalex.org/I41156924","display_name":"Victoria University of Wellington","ror":"https://ror.org/0040r6f76","country_code":"NZ","type":"education","lineage":["https://openalex.org/I41156924"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Trung B. Nguyen","raw_affiliation_strings":["Victoria University of Wellington, NZ"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Victoria University of Wellington, NZ","institution_ids":["https://openalex.org/I41156924"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Will N. Browne","orcid":null},"institutions":[{"id":"https://openalex.org/I41156924","display_name":"Victoria University of Wellington","ror":"https://ror.org/0040r6f76","country_code":"NZ","type":"education","lineage":["https://openalex.org/I41156924"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Will N. Browne","raw_affiliation_strings":["Victoria University of Wellington, NZ"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Victoria University of Wellington, NZ","institution_ids":["https://openalex.org/I41156924"]}]},{"author_position":"last","author":{"id":null,"display_name":"Mengjie Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I41156924","display_name":"Victoria University of Wellington","ror":"https://ror.org/0040r6f76","country_code":"NZ","type":"education","lineage":["https://openalex.org/I41156924"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Mengjie Zhang","raw_affiliation_strings":["Victoria University of Wellington, NZ"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Victoria University of Wellington, NZ","institution_ids":["https://openalex.org/I41156924"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I41156924"],"apc_list":null,"apc_paid":null,"fwci":2.0605,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.85867436,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"377","last_page":"385"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10653","display_name":"Robot Manipulation and Learning","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T10653","display_name":"Robot Manipulation and Learning","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T10462","display_name":"Reinforcement Learning in Robotics","score":0.9965000152587891,"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9908000230789185,"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/discriminative-model","display_name":"Discriminative model","score":0.83160001039505},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.6140000224113464},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.5892999768257141},{"id":"https://openalex.org/keywords/automation","display_name":"Automation","score":0.5838000178337097},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5641000270843506},{"id":"https://openalex.org/keywords/encode","display_name":"ENCODE","score":0.5432999730110168},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4878000020980835}],"concepts":[{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.83160001039505},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7382000088691711},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6729000210762024},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.6140000224113464},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.595300018787384},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.5892999768257141},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.5838000178337097},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5641000270843506},{"id":"https://openalex.org/C66746571","wikidata":"https://www.wikidata.org/wiki/Q1134833","display_name":"ENCODE","level":3,"score":0.5432999730110168},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4878000020980835},{"id":"https://openalex.org/C28006648","wikidata":"https://www.wikidata.org/wiki/Q6934509","display_name":"Multi-task learning","level":3,"score":0.4641999900341034},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.4081999957561493},{"id":"https://openalex.org/C83665646","wikidata":"https://www.wikidata.org/wiki/Q42139305","display_name":"Feature vector","level":2,"score":0.33660000562667847},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.32339999079704285},{"id":"https://openalex.org/C199190896","wikidata":"https://www.wikidata.org/wiki/Q3509276","display_name":"Learning classifier system","level":3,"score":0.3154999911785126},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.30410000681877136},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.28049999475479126},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.27140000462532043},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.2524000108242035}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3377930.3390169","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3377930.3390169","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2020 Genetic and Evolutionary Computation Conference","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2005.03947","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2005.03947","pdf_url":"https://arxiv.org/pdf/2005.03947","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2005.03947","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2005.03947","pdf_url":"https://arxiv.org/pdf/2005.03947","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W1989101984","https://openalex.org/W2023131636","https://openalex.org/W2065137922","https://openalex.org/W2133990480","https://openalex.org/W2165698076","https://openalex.org/W2413527939","https://openalex.org/W2483496153","https://openalex.org/W2738724892","https://openalex.org/W2913340405","https://openalex.org/W2914048451","https://openalex.org/W2923639984","https://openalex.org/W2953751605"],"related_works":[],"abstract_inverted_index":{"Multitask":[0],"Learning":[1,21],"is":[2],"a":[3,20,73,97],"learning":[4,192],"paradigm":[5],"that":[6,67,102,179],"deals":[7],"with":[8,36,194],"multiple":[9,141,187],"different":[10],"tasks":[11,42,59,85,188],"in":[12,43,57,158],"parallel":[13],"and":[14,33,163,173],"transfers":[15],"knowledge":[16,132],"among":[17,108,140],"them.":[18],"XOF,":[19],"Classifier":[22],"System":[23],"using":[24],"tree-based":[25],"programs":[26],"to":[27,50,116,166,189],"encode":[28],"building":[29],"blocks":[30],"(meta-features),":[31],"constructs":[32],"collects":[34],"features":[35,71],"rich":[37],"discriminative":[38,70],"information":[39],"for":[40],"classification":[41,74,154],"an":[44],"Observed":[45,63,114],"List.":[46,64],"This":[47,110,121],"paper":[48],"seeks":[49],"facilitate":[51],"the":[52,62,68,80,113,118,124,134,159,183,191,195],"automation":[53,125],"of":[54,72,126,131,155,170],"feature":[55,106,197],"transferring":[56,127],"between":[58,82,186],"by":[60,89],"utilising":[61],"We":[65,95,143],"hypothesise":[66],"best":[69],"task":[75,119,175],"carry":[76],"its":[77,168],"characteristics.":[78],"Therefore,":[79],"relatedness":[81,184],"any":[83],"two":[84],"can":[86,103,181],"be":[87],"estimated":[88],"comparing":[90],"their":[91],"most":[92],"appropriate":[93],"patterns.":[94],"propose":[96],"multiple-XOF":[98],"system,":[99],"called":[100],"mXOF,":[101],"dynamically":[104],"adapt":[105],"transfer":[107],"XOFs.":[109],"system":[111],"utilises":[112],"List":[115],"estimate":[117,182],"relatedness.":[120,176],"method":[122],"enables":[123],"features.":[128],"In":[129],"terms":[130],"discovery,":[133],"resemblance":[135],"estimation":[136],"provides":[137],"insightful":[138],"relations":[139],"data.":[142],"experimented":[144],"mXOF":[145,180],"on":[146],"various":[147],"scenarios,":[148],"e.g.":[149],"representative":[150],"Hierarchical":[151],"Boolean":[152],"problems,":[153],"distinct":[156],"classes":[157],"UCI":[160],"Zoo":[161],"dataset,":[162],"unrelated":[164],"tasks,":[165],"validate":[167],"abilities":[169],"automatic":[171],"knowledgetransfer":[172],"estimating":[174],"Results":[177],"show":[178],"reasonably":[185],"aid":[190],"performance":[193],"dynamic":[196],"transferring.":[198]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":3}],"updated_date":"2026-08-05T07:39:15.569665","created_date":"2020-05-13T00:00:00"}
