{"id":"https://openalex.org/W2738689687","doi":"https://doi.org/10.1109/mci.2017.2708578","title":"Pattern Recommendation in Task-oriented Applications: A Multi-Objective Perspective [Application Notes]","display_name":"Pattern Recommendation in Task-oriented Applications: A Multi-Objective Perspective [Application Notes]","publication_year":2017,"publication_date":"2017-07-18","ids":{"openalex":"https://openalex.org/W2738689687","doi":"https://doi.org/10.1109/mci.2017.2708578","mag":"2738689687"},"language":"en","primary_location":{"id":"doi:10.1109/mci.2017.2708578","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mci.2017.2708578","pdf_url":null,"source":{"id":"https://openalex.org/S104797584","display_name":"IEEE Computational Intelligence Magazine","issn_l":"1556-603X","issn":["1556-603X","1556-6048"],"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 Computational Intelligence Magazine","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/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":["Key Laboratory of Intelligent Computing & Signal Processing of Ministry of Education, Anhui University, Hefei, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Intelligent Computing & Signal Processing of Ministry of Education, 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":["Key Laboratory of Intelligent Computing & Signal Processing of Ministry of Education, Anhui University, Hefei, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Intelligent Computing & Signal Processing of Ministry of Education, 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":["Key Laboratory of Intelligent Computing & Signal Processing of Ministry of Education, Anhui University, Hefei, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Intelligent Computing & Signal Processing of Ministry of Education, Anhui University, Hefei, China","institution_ids":["https://openalex.org/I143868143"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100602238","display_name":"Fan Cheng","orcid":"https://orcid.org/0000-0003-0175-0818"},"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":"Fan Cheng","raw_affiliation_strings":["Key Laboratory of Intelligent Computing & Signal Processing of Ministry of Education, Anhui University, Hefei, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Intelligent Computing & Signal Processing of Ministry of Education, Anhui University, Hefei, China","institution_ids":["https://openalex.org/I143868143"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032314861","display_name":"Yaochu Jin","orcid":"https://orcid.org/0000-0003-1100-0631"},"institutions":[{"id":"https://openalex.org/I28290843","display_name":"University of Surrey","ror":"https://ror.org/00ks66431","country_code":"GB","type":"education","lineage":["https://openalex.org/I28290843"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Yaochu Jin","raw_affiliation_strings":["Department of Computing, University of Surrey, Surrey, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computing, University of Surrey, Surrey, UK","institution_ids":["https://openalex.org/I28290843"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021254405","display_name":"Ke Tang","orcid":"https://orcid.org/0000-0002-6236-2002"},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ke Tang","raw_affiliation_strings":["Department of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, China","institution_ids":["https://openalex.org/I3045169105"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":13.3924,"has_fulltext":false,"cited_by_count":70,"citation_normalized_percentile":{"value":0.98674718,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"12","issue":"3","first_page":"43","last_page":"53"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9997000098228455,"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":0.9997000098228455,"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9927999973297119,"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9625999927520752,"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/computer-science","display_name":"Computer science","score":0.8178309202194214},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6342119574546814},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.6341071128845215},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.6183142066001892},{"id":"https://openalex.org/keywords/measure","display_name":"Measure (data warehouse)","score":0.5622786283493042},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.5158430933952332},{"id":"https://openalex.org/keywords/completeness","display_name":"Completeness (order theory)","score":0.4603419601917267},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4449298083782196},{"id":"https://openalex.org/keywords/popularity","display_name":"Popularity","score":0.4216685891151428},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.41613101959228516},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09445321559906006}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8178309202194214},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6342119574546814},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.6341071128845215},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.6183142066001892},{"id":"https://openalex.org/C2780009758","wikidata":"https://www.wikidata.org/wiki/Q6804172","display_name":"Measure (data warehouse)","level":2,"score":0.5622786283493042},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.5158430933952332},{"id":"https://openalex.org/C17231256","wikidata":"https://www.wikidata.org/wiki/Q5156540","display_name":"Completeness (order theory)","level":2,"score":0.4603419601917267},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4449298083782196},{"id":"https://openalex.org/C2780586970","wikidata":"https://www.wikidata.org/wiki/Q1357284","display_name":"Popularity","level":2,"score":0.4216685891151428},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41613101959228516},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09445321559906006},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/mci.2017.2708578","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mci.2017.2708578","pdf_url":null,"source":{"id":"https://openalex.org/S104797584","display_name":"IEEE Computational Intelligence Magazine","issn_l":"1556-603X","issn":["1556-603X","1556-6048"],"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 Computational Intelligence Magazine","raw_type":"journal-article"},{"id":"pmh:oai:pub.uni-bielefeld.de:2978496","is_oa":false,"landing_page_url":"https://pub.uni-bielefeld.de/record/2978496","pdf_url":null,"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,"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":"","raw_type":"http://purl.org/coar/resource_type/c_6501"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W80315153","https://openalex.org/W1510033442","https://openalex.org/W1553696291","https://openalex.org/W1833634424","https://openalex.org/W1965698293","https://openalex.org/W1966102147","https://openalex.org/W1968378941","https://openalex.org/W1986138958","https://openalex.org/W1994305268","https://openalex.org/W2001240895","https://openalex.org/W2011174137","https://openalex.org/W2011833972","https://openalex.org/W2037693214","https://openalex.org/W2042614763","https://openalex.org/W2045563097","https://openalex.org/W2059303863","https://openalex.org/W2061701011","https://openalex.org/W2066277072","https://openalex.org/W2077847090","https://openalex.org/W2080858591","https://openalex.org/W2086550423","https://openalex.org/W2106766118","https://openalex.org/W2108560469","https://openalex.org/W2110893883","https://openalex.org/W2119464724","https://openalex.org/W2125208254","https://openalex.org/W2126105956","https://openalex.org/W2136127502","https://openalex.org/W2166559705","https://openalex.org/W2166785535","https://openalex.org/W2170387464","https://openalex.org/W2320438893","https://openalex.org/W2470033742","https://openalex.org/W2484371772","https://openalex.org/W4235896277","https://openalex.org/W4252115301","https://openalex.org/W6630568173","https://openalex.org/W6633402183","https://openalex.org/W6720260175"],"related_works":["https://openalex.org/W2368605798","https://openalex.org/W2348524959","https://openalex.org/W2518037665","https://openalex.org/W2368049389","https://openalex.org/W2384861574","https://openalex.org/W2952704802","https://openalex.org/W4294565801","https://openalex.org/W2142306706","https://openalex.org/W308652608","https://openalex.org/W2614084750"],"abstract_inverted_index":{"Task-oriented":[0],"pattern":[1,11,132,149,163,170,194,198],"mining":[2,53,133,150,164],"is":[3,30,42,98],"to":[4,32,44,69,103,176],"find":[5],"the":[6,27,34,39,46,71,76,81,87,178,192,225,229],"most":[7],"popular":[8],"and":[9,20,66,86,94,140,183,213,219,237],"complete":[10],"for":[12,52,64,101,107,131,167,196],"task-oriented":[13,54,205],"applications":[14],"such":[15,74],"as":[16,61,75],"goods":[17,208],"match":[18,209],"recommendation":[19,210,216],"print":[21,214],"area":[22,215],"recommendation.":[23,199],"In":[24],"these":[25,58,108],"applications,":[26,206],"measure":[28,40,63],"support":[29,78,93,139],"used":[31],"capture":[33,45],"popularity":[35],"of":[36,48,228,234],"patterns,":[37],"while":[38],"occupancy":[41,83,141],"adopted":[43],"completeness":[47],"patterns.":[49],"Existing":[50],"methods":[51],"patterns":[55,190],"usually":[56],"combine":[57],"two":[59,203],"measures":[60],"one":[62],"optimization,":[65],"require":[67],"users":[68,102],"set":[70,104,195],"prior":[72,117,179],"parameters":[73,109,180],"minimum":[77,82],"threshold":[79,84],"min_sup,":[80,181],"min_occ":[85,182],"relative":[88],"importance":[89],"preference":[90],"\u03bb":[91],"between":[92],"occupancy.":[95],"However,":[96],"it":[97],"very":[99],"difficult":[100],"optimal":[105,169],"values":[106],"especially":[110],"when":[111],"they":[112],"do":[113],"not":[114,174],"have":[115],"any":[116],"knowledge":[118],"in":[119,211,217,232],"real":[120,204],"applications.":[121],"To":[122],"overcome":[123],"this":[124,148],"challenge,":[125],"we":[126,145,158,186],"propose":[127,159],"an":[128,160],"evolutionary":[129,165],"approach":[130],"from":[134,191],"a":[135,153],"multi-objective":[136,154,162],"perspective":[137],"since":[138],"are":[142],"conflicting.":[143],"Specifically,":[144],"first":[146],"transform":[147],"problem":[151],"into":[152],"optimization":[155],"problem.":[156],"Then":[157],"effective":[161],"algorithm":[166],"finding":[168],"set,":[171],"which":[172],"does":[173],"need":[175],"specify":[177],"m.":[184],"Finally,":[185],"select":[187],"k":[188],"best":[189],"obtained":[193],"final":[197],"Experimental":[200],"results":[201],"on":[202],"namely,":[207],"Taobao":[212],"SmartPrint,":[218],"several":[220],"large":[221],"synthetic":[222],"datasets":[223],"demonstrate":[224],"promising":[226],"performance":[227],"proposed":[230],"method":[231],"terms":[233],"both":[235],"effectiveness":[236],"efficiency.":[238]},"counts_by_year":[{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":9},{"year":2020,"cited_by_count":10},{"year":2019,"cited_by_count":9},{"year":2018,"cited_by_count":4},{"year":2017,"cited_by_count":4}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}