{"id":"https://openalex.org/W2894825269","doi":"https://doi.org/10.1109/tetci.2018.2872055","title":"A Surrogate-Assisted Multiobjective Evolutionary Algorithm for Large-Scale Task-Oriented Pattern Mining","display_name":"A Surrogate-Assisted Multiobjective Evolutionary Algorithm for Large-Scale Task-Oriented Pattern Mining","publication_year":2018,"publication_date":"2018-10-05","ids":{"openalex":"https://openalex.org/W2894825269","doi":"https://doi.org/10.1109/tetci.2018.2872055","mag":"2894825269"},"language":"en","primary_location":{"id":"doi:10.1109/tetci.2018.2872055","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tetci.2018.2872055","pdf_url":null,"source":{"id":"https://openalex.org/S4210210251","display_name":"IEEE Transactions on Emerging Topics in Computational Intelligence","issn_l":"2471-285X","issn":["2471-285X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Emerging Topics in Computational Intelligence","raw_type":"journal-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/A5058755242","display_name":"Ye Tian","orcid":"https://orcid.org/0000-0002-3487-5126"},"institutions":[{"id":"https://openalex.org/I143868143","display_name":"Anhui University","ror":"https://ror.org/05th6yx34","country_code":"CN","type":"education","lineage":["https://openalex.org/I143868143"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Ye Tian","raw_affiliation_strings":["Institute of Physical Science and Information Technology, Anhui University, Hefei, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Physical Science and Information Technology, Anhui University, Hefei, China","institution_ids":["https://openalex.org/I143868143"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038215318","display_name":"Shangshang Yang","orcid":"https://orcid.org/0000-0003-0837-5424"},"institutions":[{"id":"https://openalex.org/I143868143","display_name":"Anhui University","ror":"https://ror.org/05th6yx34","country_code":"CN","type":"education","lineage":["https://openalex.org/I143868143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shangshang Yang","raw_affiliation_strings":["Institute of Bio-Inspired Intelligence and Mining Knowledge, School of Computer Science and Technology, Anhui University, Hefei, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Bio-Inspired Intelligence and Mining Knowledge, School of Computer Science and Technology, Anhui University, Hefei, China","institution_ids":["https://openalex.org/I143868143"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080798381","display_name":"Lei Zhang","orcid":"https://orcid.org/0000-0002-6447-2053"},"institutions":[{"id":"https://openalex.org/I143868143","display_name":"Anhui University","ror":"https://ror.org/05th6yx34","country_code":"CN","type":"education","lineage":["https://openalex.org/I143868143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Zhang","raw_affiliation_strings":["Institute of Bio-Inspired Intelligence and Mining Knowledge, School of Computer Science and Technology, Anhui University, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0002-6447-2053","affiliations":[{"raw_affiliation_string":"Institute of Bio-Inspired Intelligence and Mining Knowledge, School of Computer Science and Technology, Anhui University, Hefei, China","institution_ids":["https://openalex.org/I143868143"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025153992","display_name":"Fuchen Duan","orcid":null},"institutions":[{"id":"https://openalex.org/I143868143","display_name":"Anhui University","ror":"https://ror.org/05th6yx34","country_code":"CN","type":"education","lineage":["https://openalex.org/I143868143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fuchen Duan","raw_affiliation_strings":["Institute of Bio-Inspired Intelligence and Mining Knowledge, School of Computer Science and Technology, Anhui University, Hefei, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Bio-Inspired Intelligence and Mining Knowledge, School of Computer Science and Technology, Anhui University, Hefei, China","institution_ids":["https://openalex.org/I143868143"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5028634381","display_name":"Xingyi Zhang","orcid":"https://orcid.org/0000-0002-5052-000X"},"institutions":[{"id":"https://openalex.org/I143868143","display_name":"Anhui University","ror":"https://ror.org/05th6yx34","country_code":"CN","type":"education","lineage":["https://openalex.org/I143868143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xingyi Zhang","raw_affiliation_strings":["Institute of Bio-Inspired Intelligence and Mining Knowledge, School of Computer Science and Technology, Anhui University, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0002-5052-000X","affiliations":[{"raw_affiliation_string":"Institute of Bio-Inspired Intelligence and Mining Knowledge, School of Computer Science and Technology, Anhui University, Hefei, China","institution_ids":["https://openalex.org/I143868143"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5058755242"],"corresponding_institution_ids":["https://openalex.org/I143868143"],"apc_list":null,"apc_paid":null,"fwci":6.9888,"has_fulltext":false,"cited_by_count":64,"citation_normalized_percentile":{"value":0.97145642,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"3","issue":"2","first_page":"106","last_page":"116"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9987999796867371,"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/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9987999796867371,"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/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9984999895095825,"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/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9965999722480774,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.7178066968917847},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6755777597427368},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6137747168540955},{"id":"https://openalex.org/keywords/multi-objective-optimization","display_name":"Multi-objective optimization","score":0.5287111401557922},{"id":"https://openalex.org/keywords/lexicographical-order","display_name":"Lexicographical order","score":0.46283721923828125},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4494079649448395},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4256068766117096},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3059554994106293},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.27166908979415894},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2222301959991455},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.07836252450942993}],"concepts":[{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.7178066968917847},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6755777597427368},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6137747168540955},{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.5287111401557922},{"id":"https://openalex.org/C159254197","wikidata":"https://www.wikidata.org/wiki/Q1144915","display_name":"Lexicographical order","level":2,"score":0.46283721923828125},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4494079649448395},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4256068766117096},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3059554994106293},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.27166908979415894},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2222301959991455},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.07836252450942993},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tetci.2018.2872055","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tetci.2018.2872055","pdf_url":null,"source":{"id":"https://openalex.org/S4210210251","display_name":"IEEE Transactions on Emerging Topics in Computational Intelligence","issn_l":"2471-285X","issn":["2471-285X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Emerging Topics in Computational Intelligence","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2494574696","display_name":null,"funder_award_id":"61672033","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5746312727","display_name":null,"funder_award_id":"61502004","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7895016446","display_name":null,"funder_award_id":"61502001","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":64,"referenced_works":["https://openalex.org/W94523489","https://openalex.org/W114704759","https://openalex.org/W1484413656","https://openalex.org/W1514363319","https://openalex.org/W1522538275","https://openalex.org/W1548010335","https://openalex.org/W1553573873","https://openalex.org/W1553696291","https://openalex.org/W1595498733","https://openalex.org/W1965698293","https://openalex.org/W1965772894","https://openalex.org/W1967157470","https://openalex.org/W1974000287","https://openalex.org/W1976273914","https://openalex.org/W1986130186","https://openalex.org/W2000503034","https://openalex.org/W2001240895","https://openalex.org/W2011174137","https://openalex.org/W2016014758","https://openalex.org/W2020320008","https://openalex.org/W2022485595","https://openalex.org/W2042614763","https://openalex.org/W2057427819","https://openalex.org/W2059303863","https://openalex.org/W2067923752","https://openalex.org/W2071694551","https://openalex.org/W2085197225","https://openalex.org/W2105245738","https://openalex.org/W2111526171","https://openalex.org/W2126105956","https://openalex.org/W2136918060","https://openalex.org/W2138685851","https://openalex.org/W2140802386","https://openalex.org/W2143381319","https://openalex.org/W2153654820","https://openalex.org/W2155035377","https://openalex.org/W2161055009","https://openalex.org/W2166559705","https://openalex.org/W2166785535","https://openalex.org/W2317808322","https://openalex.org/W2329749247","https://openalex.org/W2336467679","https://openalex.org/W2342632173","https://openalex.org/W2419199839","https://openalex.org/W2485092703","https://openalex.org/W2510493362","https://openalex.org/W2517882440","https://openalex.org/W2546299924","https://openalex.org/W2583230990","https://openalex.org/W2738689687","https://openalex.org/W2751605210","https://openalex.org/W2758271972","https://openalex.org/W2764251381","https://openalex.org/W2772079570","https://openalex.org/W2791362611","https://openalex.org/W2895700336","https://openalex.org/W4235896277","https://openalex.org/W4252115301","https://openalex.org/W4285719527","https://openalex.org/W6603834347","https://openalex.org/W6604645885","https://openalex.org/W6628750762","https://openalex.org/W6631460888","https://openalex.org/W6633402183"],"related_works":["https://openalex.org/W2906115061","https://openalex.org/W2977596624","https://openalex.org/W2145877535","https://openalex.org/W2744730182","https://openalex.org/W2751605210","https://openalex.org/W3151104768","https://openalex.org/W2419109832","https://openalex.org/W2068949283","https://openalex.org/W2891428731","https://openalex.org/W1967262321"],"abstract_inverted_index":{"As":[0],"a":[1,78,87],"branch":[2],"of":[3,96,113,119,122,132],"frequent":[4,40],"pattern":[5,9,43,75,104],"mining,":[6,105],"the":[7,28,38,60,73,94,106,110,123,130,133,143],"task-oriented":[8,45,74,103,139],"mining":[10,76],"has":[11,146],"received":[12],"increasing":[13],"attention":[14],"due":[15],"to":[16],"its":[17],"broad":[18],"application":[19],"scenarios.":[20],"The":[21],"lexicographic":[22],"subset":[23],"tree":[24],"based":[25],"algorithm":[26,31,101,108,145],"and":[27,41,82],"multiobjective":[29,89,99],"evolutionary":[30,90,100],"are":[32],"two":[33],"effective":[34],"approaches":[35],"for":[36,102],"finding":[37],"most":[39,114],"complete":[42],"in":[44],"applications.":[46],"However,":[47],"both":[48],"suffer":[49],"from":[50],"heavy":[51],"computational":[52],"cost":[53],"since":[54],"their":[55],"runtime":[56],"increases":[57],"rapidly":[58],"as":[59,77],"transaction":[61],"dataset":[62],"is":[63],"scaled":[64],"up.":[65],"To":[66],"address":[67],"this":[68,70],"issue,":[69],"paper":[71],"regards":[72],"data-driven":[79],"optimization":[80],"problem":[81],"solves":[83],"it":[84],"by":[85],"using":[86,116],"surrogate-assisted":[88],"algorithm.":[91,134],"Based":[92],"on":[93,137],"framework":[95],"our":[97],"previous":[98],"proposed":[107,144],"estimates":[109],"objective":[111,125],"values":[112],"solutions":[115],"an":[117],"ensemble":[118],"surrogates":[120],"instead":[121],"real":[124],"functions,":[126],"thereby":[127],"highly":[128],"improving":[129],"efficiency":[131,148],"Experimental":[135],"results":[136],"three":[138],"applications":[140],"indicate":[141],"that":[142],"better":[147],"than":[149],"state-of-the-art":[150],"algorithms.":[151]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":22},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":8},{"year":2019,"cited_by_count":4}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
