{"id":"https://openalex.org/W2007868362","doi":"https://doi.org/10.1587/transinf.2014edl8047","title":"Comparative Analysis of Modularity Metrics for Evaluating Evolutionary Software","display_name":"Comparative Analysis of Modularity Metrics for Evaluating Evolutionary Software","publication_year":2015,"publication_date":"2015-01-01","ids":{"openalex":"https://openalex.org/W2007868362","doi":"https://doi.org/10.1587/transinf.2014edl8047","mag":"2007868362"},"language":"en","primary_location":{"id":"doi:10.1587/transinf.2014edl8047","is_oa":true,"landing_page_url":"https://doi.org/10.1587/transinf.2014edl8047","pdf_url":"https://www.jstage.jst.go.jp/article/transinf/E98.D/2/E98.D_2014EDL8047/_pdf","source":{"id":"https://openalex.org/S2486202937","display_name":"IEICE Transactions on Information and Systems","issn_l":"0916-8532","issn":["0916-8532","1745-1361"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4320800604","host_organization_name":"Institute of Electronics, Information and Communication Engineers","host_organization_lineage":["https://openalex.org/P4320800604"],"host_organization_lineage_names":["Institute of Electronics, Information and Communication Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEICE Transactions on Information and Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://www.jstage.jst.go.jp/article/transinf/E98.D/2/E98.D_2014EDL8047/_pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5076671764","display_name":"Ki-Seong Lee","orcid":"https://orcid.org/0000-0002-0906-9552"},"institutions":[{"id":"https://openalex.org/I67900169","display_name":"Chung-Ang University","ror":"https://ror.org/01r024a98","country_code":"KR","type":"education","lineage":["https://openalex.org/I67900169"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Ki-Seong LEE","raw_affiliation_strings":["School of Computer Science and Engineering, Chung-Ang University","School of Computer Science and Engineering, Chung-ang University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Chung-Ang University","institution_ids":["https://openalex.org/I67900169"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Chung-ang University","institution_ids":["https://openalex.org/I67900169"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019735658","display_name":"Chan-Gun Lee","orcid":"https://orcid.org/0000-0001-9734-4456"},"institutions":[{"id":"https://openalex.org/I67900169","display_name":"Chung-Ang University","ror":"https://ror.org/01r024a98","country_code":"KR","type":"education","lineage":["https://openalex.org/I67900169"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Chan-Gun LEE","raw_affiliation_strings":["School of Computer Science and Engineering, Chung-Ang University","School of Computer Science and Engineering, Chung-ang University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Chung-Ang University","institution_ids":["https://openalex.org/I67900169"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Chung-ang University","institution_ids":["https://openalex.org/I67900169"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I67900169"],"apc_list":null,"apc_paid":null,"fwci":0.8126,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.81161671,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"E98.D","issue":"2","first_page":"439","last_page":"443"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9930999875068665,"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/T10260","display_name":"Software Engineering Research","score":0.9930999875068665,"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/T11675","display_name":"Open Source Software Innovations","score":0.9812999963760376,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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":0.9811000227928162,"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/modularity","display_name":"Modularity (biology)","score":0.8759380578994751},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8310694694519043},{"id":"https://openalex.org/keywords/software-metric","display_name":"Software metric","score":0.68875652551651},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.6050934791564941},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.5893027782440186},{"id":"https://openalex.org/keywords/modular-design","display_name":"Modular design","score":0.5660852789878845},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.48293039202690125},{"id":"https://openalex.org/keywords/software-quality","display_name":"Software quality","score":0.47773119807243347},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.45300567150115967},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4503619968891144},{"id":"https://openalex.org/keywords/software-evolution","display_name":"Software evolution","score":0.43186450004577637},{"id":"https://openalex.org/keywords/software-system","display_name":"Software system","score":0.41470369696617126},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.3833024501800537},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.36904633045196533},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.34882211685180664},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34527039527893066},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.3306400179862976},{"id":"https://openalex.org/keywords/software-construction","display_name":"Software construction","score":0.2906661629676819},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.14116990566253662}],"concepts":[{"id":"https://openalex.org/C2779478453","wikidata":"https://www.wikidata.org/wiki/Q6889748","display_name":"Modularity (biology)","level":2,"score":0.8759380578994751},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8310694694519043},{"id":"https://openalex.org/C82214349","wikidata":"https://www.wikidata.org/wiki/Q657339","display_name":"Software metric","level":5,"score":0.68875652551651},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.6050934791564941},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5893027782440186},{"id":"https://openalex.org/C101468663","wikidata":"https://www.wikidata.org/wiki/Q1620158","display_name":"Modular design","level":2,"score":0.5660852789878845},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.48293039202690125},{"id":"https://openalex.org/C117447612","wikidata":"https://www.wikidata.org/wiki/Q1412670","display_name":"Software quality","level":4,"score":0.47773119807243347},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.45300567150115967},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4503619968891144},{"id":"https://openalex.org/C202105479","wikidata":"https://www.wikidata.org/wiki/Q265013","display_name":"Software evolution","level":5,"score":0.43186450004577637},{"id":"https://openalex.org/C149091818","wikidata":"https://www.wikidata.org/wiki/Q2429814","display_name":"Software system","level":3,"score":0.41470369696617126},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.3833024501800537},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.36904633045196533},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.34882211685180664},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34527039527893066},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.3306400179862976},{"id":"https://openalex.org/C186846655","wikidata":"https://www.wikidata.org/wiki/Q3398377","display_name":"Software construction","level":4,"score":0.2906661629676819},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.14116990566253662},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1587/transinf.2014edl8047","is_oa":true,"landing_page_url":"https://doi.org/10.1587/transinf.2014edl8047","pdf_url":"https://www.jstage.jst.go.jp/article/transinf/E98.D/2/E98.D_2014EDL8047/_pdf","source":{"id":"https://openalex.org/S2486202937","display_name":"IEICE Transactions on Information and Systems","issn_l":"0916-8532","issn":["0916-8532","1745-1361"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4320800604","host_organization_name":"Institute of Electronics, Information and Communication Engineers","host_organization_lineage":["https://openalex.org/P4320800604"],"host_organization_lineage_names":["Institute of Electronics, Information and Communication Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEICE Transactions on Information and Systems","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1587/transinf.2014edl8047","is_oa":true,"landing_page_url":"https://doi.org/10.1587/transinf.2014edl8047","pdf_url":"https://www.jstage.jst.go.jp/article/transinf/E98.D/2/E98.D_2014EDL8047/_pdf","source":{"id":"https://openalex.org/S2486202937","display_name":"IEICE Transactions on Information and Systems","issn_l":"0916-8532","issn":["0916-8532","1745-1361"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4320800604","host_organization_name":"Institute of Electronics, Information and Communication Engineers","host_organization_lineage":["https://openalex.org/P4320800604"],"host_organization_lineage_names":["Institute of Electronics, Information and Communication Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEICE Transactions on Information and Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1538614133","display_name":null,"funder_award_id":"NRF-2011-0013924","funder_id":"https://openalex.org/F4320321202","funder_display_name":"Chung-Ang University"},{"id":"https://openalex.org/G1791855906","display_name":null,"funder_award_id":"NIPA-2014-H0301-14-1023","funder_id":"https://openalex.org/F4320321202","funder_display_name":"Chung-Ang University"},{"id":"https://openalex.org/G6017307743","display_name":null,"funder_award_id":"NIPA-2014-H0301-14-1023","funder_id":"https://openalex.org/F4320322065","funder_display_name":"National IT Industry Promotion Agency"},{"id":"https://openalex.org/G8640466988","display_name":null,"funder_award_id":"NIPA-2014-H0301-14-1023","funder_id":"https://openalex.org/F4320322030","funder_display_name":"Ministry of Science, ICT and Future Planning"}],"funders":[{"id":"https://openalex.org/F4320320671","display_name":"National Research Foundation","ror":"https://ror.org/05s0g1g46"},{"id":"https://openalex.org/F4320321202","display_name":"Chung-Ang University","ror":"https://ror.org/01r024a98"},{"id":"https://openalex.org/F4320322030","display_name":"Ministry of Science, ICT and Future Planning","ror":"https://ror.org/032e49973"},{"id":"https://openalex.org/F4320322065","display_name":"National IT Industry Promotion Agency","ror":"https://ror.org/026v53e29"},{"id":"https://openalex.org/F4320324891","display_name":"Iran Telecommunication Research Center","ror":"https://ror.org/01a3g2z22"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2007868362.pdf","grobid_xml":"https://content.openalex.org/works/W2007868362.grobid-xml"},"referenced_works_count":7,"referenced_works":["https://openalex.org/W1481632754","https://openalex.org/W2110244733","https://openalex.org/W2116805092","https://openalex.org/W2133731789","https://openalex.org/W2151936673","https://openalex.org/W2159481882","https://openalex.org/W2323382785"],"related_works":["https://openalex.org/W2078744341","https://openalex.org/W2029555411","https://openalex.org/W4312622767","https://openalex.org/W2159730313","https://openalex.org/W2114733359","https://openalex.org/W2774439323","https://openalex.org/W3151530686","https://openalex.org/W1509265476","https://openalex.org/W2981446648","https://openalex.org/W2303227795"],"abstract_inverted_index":{"Modularity":[0],"is":[1],"an":[2],"effective":[3],"evaluation":[4],"approach":[5],"for":[6],"understanding":[7],"the":[8,60],"structural":[9],"quality":[10],"of":[11,62,89],"evolutionary":[12,45],"software.":[13],"However,":[14,71],"there":[15],"are":[16,65],"many":[17],"diverse":[18],"ways":[19],"to":[20,40,44,83],"measure":[21],"it.":[22],"In":[23],"this":[24],"paper,":[25],"we":[26,57],"analyze":[27],"and":[28,54],"compare":[29],"various":[30],"modularity":[31,91],"metrics":[32,64,92],"that":[33,59,75],"have":[34],"been":[35],"studied":[36],"in":[37],"different":[38],"domains":[39],"assess":[41],"their":[42,69],"applicability":[43],"software":[46],"analysis.":[47],"Through":[48],"extensive":[49],"experiments":[50,73],"with":[51],"artificial":[52],"DSMs":[53],"open-source":[55],"software,":[56],"find":[58],"correlations":[61],"those":[63],"generally":[66],"high":[67],"despite":[68],"differences.":[70],"our":[72],"show":[74],"a":[76],"certain":[77],"metric":[78],"can":[79],"be":[80,94],"more":[81],"sensitive":[82],"particular":[84],"modular":[85],"factors,":[86],"hence":[87],"applying":[88],"comprehensive":[90],"must":[93],"taken":[95],"into":[96],"consideration.":[97]},"counts_by_year":[{"year":2019,"cited_by_count":1},{"year":2017,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
