{"id":"https://openalex.org/W3031414651","doi":"https://doi.org/10.1109/tkde.2020.2997043","title":"Evolutionary Markov Dynamics for Network Community Detection","display_name":"Evolutionary Markov Dynamics for Network Community Detection","publication_year":2020,"publication_date":"2020-05-25","ids":{"openalex":"https://openalex.org/W3031414651","doi":"https://doi.org/10.1109/tkde.2020.2997043","mag":"3031414651"},"language":"en","primary_location":{"id":"doi:10.1109/tkde.2020.2997043","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2020.2997043","pdf_url":null,"source":{"id":"https://openalex.org/S30698027","display_name":"IEEE Transactions on Knowledge and Data Engineering","issn_l":"1041-4347","issn":["1041-4347","1558-2191","2326-3865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Knowledge and Data Engineering","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/A5100422377","display_name":"Zhen Wang","orcid":"https://orcid.org/0000-0002-8182-2852"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhen Wang","raw_affiliation_strings":["Center for OPTIMAL, Northwestern Polytechnical University, Xi'an, China","an, China"],"raw_orcid":"https://orcid.org/0000-0002-8182-2852","affiliations":[{"raw_affiliation_string":"Center for OPTIMAL, Northwestern Polytechnical University, Xi'an, China","institution_ids":["https://openalex.org/I17145004"]},{"raw_affiliation_string":"an, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101811467","display_name":"Chunyu Wang","orcid":"https://orcid.org/0000-0003-1688-2944"},"institutions":[{"id":"https://openalex.org/I142108993","display_name":"Southwest University","ror":"https://ror.org/01kj4z117","country_code":"CN","type":"education","lineage":["https://openalex.org/I142108993"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chunyu Wang","raw_affiliation_strings":["College of Computer and Information Science, Southwest University, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0003-1688-2944","affiliations":[{"raw_affiliation_string":"College of Computer and Information Science, Southwest University, Chongqing, China","institution_ids":["https://openalex.org/I142108993"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100680344","display_name":"Xianghua Li","orcid":"https://orcid.org/0000-0003-0253-3882"},"institutions":[{"id":"https://openalex.org/I142108993","display_name":"Southwest University","ror":"https://ror.org/01kj4z117","country_code":"CN","type":"education","lineage":["https://openalex.org/I142108993"]},{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xianghua Li","raw_affiliation_strings":["Center for OPTIMAL, Northwestern Polytechnical University, Xi'an, China","College of Computer and Information Science, Southwest University, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0003-0253-3882","affiliations":[{"raw_affiliation_string":"Center for OPTIMAL, Northwestern Polytechnical University, Xi'an, China","institution_ids":["https://openalex.org/I17145004"]},{"raw_affiliation_string":"College of Computer and Information Science, Southwest University, Chongqing, China","institution_ids":["https://openalex.org/I142108993"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086236078","display_name":"Chao Gao","orcid":"https://orcid.org/0000-0002-5865-2285"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chao Gao","raw_affiliation_strings":["Center for OPTIMAL, Northwestern Polytechnical University, Xi'an, China","an, China"],"raw_orcid":"https://orcid.org/0000-0002-5865-2285","affiliations":[{"raw_affiliation_string":"Center for OPTIMAL, Northwestern Polytechnical University, Xi'an, China","institution_ids":["https://openalex.org/I17145004"]},{"raw_affiliation_string":"an, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106943753","display_name":"Xuelong Li","orcid":"https://orcid.org/0000-0003-2924-946X"},"institutions":[{"id":"https://openalex.org/I142108993","display_name":"Southwest University","ror":"https://ror.org/01kj4z117","country_code":"CN","type":"education","lineage":["https://openalex.org/I142108993"]},{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuelong Li","raw_affiliation_strings":["Center for OPTIMAL, Northwestern Polytechnical University, Xi'an, China","College of Computer and Information Science, Southwest University, Chongqing, China","an, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for OPTIMAL, Northwestern Polytechnical University, Xi'an, China","institution_ids":["https://openalex.org/I17145004"]},{"raw_affiliation_string":"College of Computer and Information Science, Southwest University, Chongqing, China","institution_ids":["https://openalex.org/I142108993"]},{"raw_affiliation_string":"an, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101516082","display_name":"Junyou Zhu","orcid":"https://orcid.org/0000-0002-1460-4409"},"institutions":[{"id":"https://openalex.org/I142108993","display_name":"Southwest University","ror":"https://ror.org/01kj4z117","country_code":"CN","type":"education","lineage":["https://openalex.org/I142108993"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junyou Zhu","raw_affiliation_strings":["College of Computer and Information Science, Southwest University, Chongqing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer and Information Science, Southwest University, Chongqing, China","institution_ids":["https://openalex.org/I142108993"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.5682,"has_fulltext":false,"cited_by_count":98,"citation_normalized_percentile":{"value":0.95988647,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"34","issue":"3","first_page":"1206","last_page":"1220"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13362","display_name":"Slime Mold and Myxomycetes Research","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/T13362","display_name":"Slime Mold and Myxomycetes Research","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/T12536","display_name":"Topological and Geometric Data Analysis","score":0.9829999804496765,"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"}},{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9797999858856201,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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":0.7762722969055176},{"id":"https://openalex.org/keywords/markov-chain","display_name":"Markov chain","score":0.7099710702896118},{"id":"https://openalex.org/keywords/stochastic-matrix","display_name":"Stochastic matrix","score":0.6657934784889221},{"id":"https://openalex.org/keywords/markov-process","display_name":"Markov process","score":0.512748122215271},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4548412561416626},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4529527425765991},{"id":"https://openalex.org/keywords/physarum","display_name":"Physarum","score":0.43569353222846985},{"id":"https://openalex.org/keywords/markov-random-field","display_name":"Markov random field","score":0.4350249171257019},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.3656480312347412},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.22758066654205322},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.1886357069015503},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.14119094610214233}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7762722969055176},{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.7099710702896118},{"id":"https://openalex.org/C49555168","wikidata":"https://www.wikidata.org/wiki/Q176583","display_name":"Stochastic matrix","level":3,"score":0.6657934784889221},{"id":"https://openalex.org/C159886148","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov process","level":2,"score":0.512748122215271},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4548412561416626},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4529527425765991},{"id":"https://openalex.org/C2778153493","wikidata":"https://www.wikidata.org/wiki/Q289636","display_name":"Physarum","level":3,"score":0.43569353222846985},{"id":"https://openalex.org/C2778045648","wikidata":"https://www.wikidata.org/wiki/Q176827","display_name":"Markov random field","level":4,"score":0.4350249171257019},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.3656480312347412},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.22758066654205322},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.1886357069015503},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.14119094610214233},{"id":"https://openalex.org/C2780855919","wikidata":"https://www.wikidata.org/wiki/Q134950","display_name":"Physarum polycephalum","level":2,"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/C95444343","wikidata":"https://www.wikidata.org/wiki/Q7141","display_name":"Cell biology","level":1,"score":0.0},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"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/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tkde.2020.2997043","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2020.2997043","pdf_url":null,"source":{"id":"https://openalex.org/S30698027","display_name":"IEEE Transactions on Knowledge and Data Engineering","issn_l":"1041-4347","issn":["1041-4347","1558-2191","2326-3865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Knowledge and Data Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2226803619","display_name":null,"funder_award_id":"81961138010","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2787713519","display_name":null,"funder_award_id":"cstc2018jcyjAX0274","funder_id":"https://openalex.org/F4320323172","funder_display_name":"Natural Science Foundation of Chongqing"},{"id":"https://openalex.org/G3794980888","display_name":"\u6570\u636e\u9a71\u52a8\u7684\u884c\u4e3a\u51b3\u7b56\u7406\u8bba\u3001\u5b9e\u9a8c\u53ca\u5e94\u7528\u7814\u7a76","funder_award_id":"11931015","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G424279193","display_name":null,"funder_award_id":"3102019PJ006","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G8164477345","display_name":"\u6570\u636e\u9a71\u52a8\u7684\u793e\u4ea4\u7f51\u7edc\u4f20\u64ad\u63a7\u5236\u5173\u952e\u7406\u8bba\u4e0e\u6280\u672f\u7814\u7a76","funder_award_id":"61976181","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8252796664","display_name":null,"funder_award_id":"U1803263","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"},{"id":"https://openalex.org/F4320323172","display_name":"Natural Science Foundation of Chongqing","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":71,"referenced_works":["https://openalex.org/W312354631","https://openalex.org/W775167584","https://openalex.org/W1589103334","https://openalex.org/W1661179413","https://openalex.org/W1849225501","https://openalex.org/W1966286510","https://openalex.org/W1966846029","https://openalex.org/W1971421925","https://openalex.org/W1981952790","https://openalex.org/W1986369623","https://openalex.org/W2003810228","https://openalex.org/W2004049668","https://openalex.org/W2013739549","https://openalex.org/W2014852559","https://openalex.org/W2015244507","https://openalex.org/W2022651954","https://openalex.org/W2023655578","https://openalex.org/W2033034700","https://openalex.org/W2047632644","https://openalex.org/W2075286470","https://openalex.org/W2080897802","https://openalex.org/W2093830031","https://openalex.org/W2095293504","https://openalex.org/W2097464974","https://openalex.org/W2101580881","https://openalex.org/W2102931907","https://openalex.org/W2115155307","https://openalex.org/W2119998616","https://openalex.org/W2120043163","https://openalex.org/W2121564430","https://openalex.org/W2121947440","https://openalex.org/W2127048411","https://openalex.org/W2132354178","https://openalex.org/W2133270313","https://openalex.org/W2137385671","https://openalex.org/W2141554323","https://openalex.org/W2149857793","https://openalex.org/W2151686561","https://openalex.org/W2156773695","https://openalex.org/W2166563561","https://openalex.org/W2169490594","https://openalex.org/W2171552940","https://openalex.org/W2217748804","https://openalex.org/W2254563062","https://openalex.org/W2315775489","https://openalex.org/W2328864504","https://openalex.org/W2346847115","https://openalex.org/W2479340554","https://openalex.org/W2563039760","https://openalex.org/W2566207299","https://openalex.org/W2580917121","https://openalex.org/W2606035986","https://openalex.org/W2606574912","https://openalex.org/W2618208446","https://openalex.org/W2747781258","https://openalex.org/W2766498431","https://openalex.org/W2783382315","https://openalex.org/W2802815569","https://openalex.org/W2804974372","https://openalex.org/W2809820716","https://openalex.org/W2896014807","https://openalex.org/W2897430329","https://openalex.org/W2897979119","https://openalex.org/W2969640414","https://openalex.org/W2976859544","https://openalex.org/W2982584433","https://openalex.org/W3099187538","https://openalex.org/W3102641634","https://openalex.org/W6693336624","https://openalex.org/W6769822804","https://openalex.org/W7028615529"],"related_works":["https://openalex.org/W2734729804","https://openalex.org/W2015136492","https://openalex.org/W1968612088","https://openalex.org/W2186430569","https://openalex.org/W2364963676","https://openalex.org/W3041997070","https://openalex.org/W2735388074","https://openalex.org/W4388292488","https://openalex.org/W2351194865","https://openalex.org/W2379651310"],"abstract_inverted_index":{"Community":[0],"structure":[1],"division":[2],"is":[3,70,132],"a":[4,31,37,42,56,91,110,117,159,166],"crucial":[5],"problem":[6],"in":[7,68,139],"the":[8,78,85,96,100,136,140,149,184],"field":[9],"of":[10,76,84,88,105,112,116,120,143,162],"network":[11,119],"data":[12],"analysis.":[13],"Algorithms":[14],"based":[15,164],"on":[16,55,165,174],"Markov":[17,32],"chains":[18],"are":[19,45,171],"easy":[20],"to":[21,47,134],"use":[22],"and":[23,41,51,65,102,177,191],"provide":[24],"promising":[25],"solutions":[26],"for":[27,94,158],"community":[28,145,152],"detection.":[29],"In":[30],"chain-based":[33],"algorithm":[34,154,186],"(i.e.,":[35],"MCL),":[36],"flow":[38],"distribution":[39],"matrix":[40,44],"transition":[43,52,66,137],"used":[46],"describe":[48],"stochastic":[49,63],"flows":[50,64],"probabilities,":[53],"respectively,":[54],"network.":[57],"The":[58,180],"dynamic":[59,92,141,178],"interaction":[60,115],"process":[61,75,93,142],"between":[62],"probabilities":[67],"MCLs":[69],"manifested":[71],"through":[72],"an":[73],"iterative":[74],"updating":[77],"abovementioned":[79],"two":[80],"matrices.":[81],"As":[82],"one":[83],"key":[86],"mechanisms":[87],"MCLs,":[89],"such":[90],"increasing":[95],"inhomogeneity":[97],"directly":[98],"affects":[99],"accuracy":[101],"computational":[103,189],"cost":[104],"MCL-based":[106,144],"methods.":[107],"Inspired":[108],"by":[109],"kind":[111],"positive":[113],"feedback":[114],"dendritic":[118],"tube-like":[121],"amoeba":[122],"cell":[123],"pseudopodia":[124],"(named":[125],"thePhysarumforaging":[126],"network),":[127],"aPhysarum-inspired":[128],"relationship":[129],"among":[130],"vertices":[131],"proposed":[133,150],"enhance":[135],"probability":[138],"detection":[146,153,192],"algorithms.":[147,196],"Specifically,":[148],"hybrid":[151],"can":[155],"adaptively":[156],"search":[157],"better":[160,188],"combination":[161],"parameters":[163],"genetic":[167],"algorithm.":[168],"Some":[169],"experiments":[170],"carried":[172],"out":[173],"both":[175],"static":[176],"networks.":[179],"results":[181],"show":[182],"that":[183],"uniquePhysaruminspired":[185],"achieved":[187],"efficiency":[190],"performance":[193],"than":[194],"other":[195]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":20},{"year":2024,"cited_by_count":14},{"year":2023,"cited_by_count":25},{"year":2022,"cited_by_count":28},{"year":2021,"cited_by_count":9}],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2025-10-10T00:00:00"}