{"id":"https://openalex.org/W2520309582","doi":"https://doi.org/10.1155/2016/1479692","title":"Understanding Open Source Software Evolution Using Fuzzy Data Mining Algorithm for Time Series Data","display_name":"Understanding Open Source Software Evolution Using Fuzzy Data Mining Algorithm for Time Series Data","publication_year":2016,"publication_date":"2016-01-01","ids":{"openalex":"https://openalex.org/W2520309582","doi":"https://doi.org/10.1155/2016/1479692","mag":"2520309582"},"language":"en","primary_location":{"id":"doi:10.1155/2016/1479692","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2016/1479692","pdf_url":"https://downloads.hindawi.com/journals/afs/2016/1479692.pdf","source":{"id":"https://openalex.org/S117816480","display_name":"Advances in Fuzzy Systems","issn_l":"1687-7101","issn":["1687-7101","1687-711X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Fuzzy Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://downloads.hindawi.com/journals/afs/2016/1479692.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5025967090","display_name":"Munish Saini","orcid":"https://orcid.org/0000-0003-4129-2591"},"institutions":[{"id":"https://openalex.org/I165682329","display_name":"Guru Nanak Dev University","ror":"https://ror.org/05ghzpa93","country_code":"IN","type":"education","lineage":["https://openalex.org/I165682329"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Munish Saini","raw_affiliation_strings":["Department of Computer Science, Guru Nanak Dev University, Amritsar, India"],"raw_orcid":"https://orcid.org/0000-0003-4129-2591","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Guru Nanak Dev University, Amritsar, India","institution_ids":["https://openalex.org/I165682329"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031114401","display_name":"Sandeep Mehmi","orcid":null},"institutions":[{"id":"https://openalex.org/I94616015","display_name":"Punjab Technical University","ror":"https://ror.org/025kz2973","country_code":"IN","type":"education","lineage":["https://openalex.org/I94616015"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sandeep Mehmi","raw_affiliation_strings":["Department of Computer Science, I.K.G. Punjab Technical University, Jalandhar, Punjab, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, I.K.G. Punjab Technical University, Jalandhar, Punjab, India","institution_ids":["https://openalex.org/I94616015"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5020533434","display_name":"Kuljit Kaur Chahal","orcid":"https://orcid.org/0000-0003-3785-116X"},"institutions":[{"id":"https://openalex.org/I165682329","display_name":"Guru Nanak Dev University","ror":"https://ror.org/05ghzpa93","country_code":"IN","type":"education","lineage":["https://openalex.org/I165682329"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Kuljit Kaur Chahal","raw_affiliation_strings":["Department of Computer Science, Guru Nanak Dev University, Amritsar, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Guru Nanak Dev University, Amritsar, India","institution_ids":["https://openalex.org/I165682329"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5025967090"],"corresponding_institution_ids":["https://openalex.org/I165682329"],"apc_list":{"value":900,"currency":"USD","value_usd":900},"apc_paid":{"value":900,"currency":"USD","value_usd":900},"fwci":0.6902,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.80257179,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"2016","issue":null,"first_page":"1","last_page":"13"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9923999905586243,"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":0.9923999905586243,"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":0.9556000232696533,"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/T11675","display_name":"Open Source Software Innovations","score":0.9194999933242798,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/commit","display_name":"Commit","score":0.932075023651123},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7346186637878418},{"id":"https://openalex.org/keywords/source-code","display_name":"Source code","score":0.6235089302062988},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.6010000109672546},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.560052216053009},{"id":"https://openalex.org/keywords/software-evolution","display_name":"Software evolution","score":0.5409331321716309},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.5323106646537781},{"id":"https://openalex.org/keywords/open-source","display_name":"Open source","score":0.48975396156311035},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.47536128759384155},{"id":"https://openalex.org/keywords/open-source-software","display_name":"Open source software","score":0.4431762993335724},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4225791096687317},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.38472095131874084},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.3395739197731018},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.3323969542980194},{"id":"https://openalex.org/keywords/software-construction","display_name":"Software construction","score":0.20162034034729004},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.16723433136940002},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.16546136140823364}],"concepts":[{"id":"https://openalex.org/C153180980","wikidata":"https://www.wikidata.org/wiki/Q19776675","display_name":"Commit","level":2,"score":0.932075023651123},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7346186637878418},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.6235089302062988},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.6010000109672546},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.560052216053009},{"id":"https://openalex.org/C202105479","wikidata":"https://www.wikidata.org/wiki/Q265013","display_name":"Software evolution","level":5,"score":0.5409331321716309},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.5323106646537781},{"id":"https://openalex.org/C3018397939","wikidata":"https://www.wikidata.org/wiki/Q3644502","display_name":"Open source","level":3,"score":0.48975396156311035},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.47536128759384155},{"id":"https://openalex.org/C2988343187","wikidata":"https://www.wikidata.org/wiki/Q1130645","display_name":"Open source software","level":3,"score":0.4431762993335724},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4225791096687317},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.38472095131874084},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.3395739197731018},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.3323969542980194},{"id":"https://openalex.org/C186846655","wikidata":"https://www.wikidata.org/wiki/Q3398377","display_name":"Software construction","level":4,"score":0.20162034034729004},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.16723433136940002},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.16546136140823364}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1155/2016/1479692","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2016/1479692","pdf_url":"https://downloads.hindawi.com/journals/afs/2016/1479692.pdf","source":{"id":"https://openalex.org/S117816480","display_name":"Advances in Fuzzy Systems","issn_l":"1687-7101","issn":["1687-7101","1687-711X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Fuzzy Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:dd560728485d42f690bd4fffd2ce6526","is_oa":true,"landing_page_url":"https://doaj.org/article/dd560728485d42f690bd4fffd2ce6526","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Advances in Fuzzy Systems, Vol 2016 (2016)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2016/1479692","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2016/1479692","pdf_url":"https://downloads.hindawi.com/journals/afs/2016/1479692.pdf","source":{"id":"https://openalex.org/S117816480","display_name":"Advances in Fuzzy Systems","issn_l":"1687-7101","issn":["1687-7101","1687-711X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Fuzzy Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Partnerships for the goals","id":"https://metadata.un.org/sdg/17","score":0.4000000059604645}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2520309582.pdf","grobid_xml":"https://content.openalex.org/works/W2520309582.grobid-xml"},"referenced_works_count":26,"referenced_works":["https://openalex.org/W50692281","https://openalex.org/W1511816708","https://openalex.org/W1785384640","https://openalex.org/W1991725500","https://openalex.org/W2045099353","https://openalex.org/W2046587816","https://openalex.org/W2055703005","https://openalex.org/W2058549730","https://openalex.org/W2081503608","https://openalex.org/W2084832108","https://openalex.org/W2104964025","https://openalex.org/W2116693957","https://openalex.org/W2125478006","https://openalex.org/W2126981385","https://openalex.org/W2128780139","https://openalex.org/W2138154779","https://openalex.org/W2140190241","https://openalex.org/W2145560406","https://openalex.org/W2149227837","https://openalex.org/W2156237258","https://openalex.org/W2163420043","https://openalex.org/W2166559705","https://openalex.org/W2345308541","https://openalex.org/W3145932680","https://openalex.org/W4254702186","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W4376877853","https://openalex.org/W1493891899","https://openalex.org/W4250928611","https://openalex.org/W166480398","https://openalex.org/W1612808768","https://openalex.org/W167327709","https://openalex.org/W2113128227","https://openalex.org/W2491403535","https://openalex.org/W2104915799","https://openalex.org/W4311938462"],"abstract_inverted_index":{"Source":[0],"code":[1,16],"management":[2],"systems":[3],"(such":[4],"as":[5,130],"Concurrent":[6],"Versions":[7],"System":[8],"(CVS),":[9],"Subversion,":[10],"and":[11,45,118,138],"git)":[12],"record":[13],"changes":[14],"to":[15,35,57,69,102,134],"repositories":[17],"of":[18,50,73,82,90,105,124,144],"open":[19,51,75,84,107,125],"source":[20,52,76,85,108,126],"software":[21,53,77,127],"projects.":[22],"This":[23],"study":[24],"explores":[25],"a":[26,99],"fuzzy":[27,59],"data":[28,34,60,66],"mining":[29,61],"algorithm":[30,62],"for":[31,40,63,121],"time":[32,64],"series":[33,65],"generate":[36],"the":[37,42,48,70,74,88,103,116,135,141,145,148],"association":[38],"rules":[39],"evaluating":[41],"existing":[43],"trend":[44,117],"regularity":[46,119],"in":[47,147],"evolution":[49],"project.":[54,109],"The":[55],"idea":[56],"choose":[58],"is":[67,98],"due":[68],"stochastic":[71],"nature":[72],"development":[78,92,96],"process.":[79],"Commit":[80],"activity":[81,112,123],"an":[83,106,131],"project":[86,128,136,146],"indicates":[87],"activeness":[89],"its":[91],"community.":[93],"An":[94],"active":[95],"community":[97],"strong":[100],"contributor":[101],"success":[104],"Therefore":[110],"commit":[111,122],"analysis":[113,120],"along":[114],"with":[115],"acts":[129],"important":[132],"indicator":[133],"managers":[137],"analyst":[139],"regarding":[140],"evolutionary":[142],"prospects":[143],"future.":[149]},"counts_by_year":[{"year":2017,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}