{"id":"https://openalex.org/W924599523","doi":"https://doi.org/10.4018/ijdsst.2015040103","title":"Concepts Seeds Gathering and Dataset Updating Algorithm for Handling Concept Drift","display_name":"Concepts Seeds Gathering and Dataset Updating Algorithm for Handling Concept Drift","publication_year":2015,"publication_date":"2015-04-01","ids":{"openalex":"https://openalex.org/W924599523","doi":"https://doi.org/10.4018/ijdsst.2015040103","mag":"924599523"},"language":"en","primary_location":{"id":"doi:10.4018/ijdsst.2015040103","is_oa":false,"landing_page_url":"https://doi.org/10.4018/ijdsst.2015040103","pdf_url":null,"source":{"id":"https://openalex.org/S204805982","display_name":"International Journal of Decision Support System Technology","issn_l":"1941-6296","issn":["1941-6296","1941-630X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Decision Support System Technology","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/A5027446191","display_name":"Nabil M. Hewahi","orcid":"https://orcid.org/0000-0002-5870-2609"},"institutions":[{"id":"https://openalex.org/I106663880","display_name":"University of Bahrain","ror":"https://ror.org/0317ekv86","country_code":"BH","type":"education","lineage":["https://openalex.org/I106663880"]}],"countries":["BH"],"is_corresponding":false,"raw_author_name":"Nabil M. Hewahi","raw_affiliation_strings":["Computer Science Department, University of Bahrain, Zallaq, Bahrain","Computer Science Department, University of Bahrain, Zallaq, Bahrain#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Department, University of Bahrain, Zallaq, Bahrain","institution_ids":["https://openalex.org/I106663880"]},{"raw_affiliation_string":"Computer Science Department, University of Bahrain, Zallaq, Bahrain#TAB#","institution_ids":["https://openalex.org/I106663880"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038409165","display_name":"Ibrahim M. Elbouhissi","orcid":null},"institutions":[{"id":"https://openalex.org/I181086730","display_name":"Islamic University of Gaza","ror":"https://ror.org/057ts1y80","country_code":"PS","type":"education","lineage":["https://openalex.org/I181086730"]}],"countries":["PS"],"is_corresponding":false,"raw_author_name":"Ibrahim M. Elbouhissi","raw_affiliation_strings":["Computer Science Department, Islamic University of Gaza Palestine, Gaza City, Israel"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Department, Islamic University of Gaza Palestine, Gaza City, Israel","institution_ids":["https://openalex.org/I181086730"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.8903,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.81718298,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":96},"biblio":{"volume":"7","issue":"2","first_page":"29","last_page":"57"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":1.0,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9779000282287598,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9753000140190125,"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/concept-drift","display_name":"Concept drift","score":0.8477874398231506},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7371032238006592},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.6502289175987244},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4822271764278412},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.47039565443992615},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3406175374984741},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.32678502798080444},{"id":"https://openalex.org/keywords/data-stream-mining","display_name":"Data stream mining","score":0.20870652794837952}],"concepts":[{"id":"https://openalex.org/C60777511","wikidata":"https://www.wikidata.org/wiki/Q3045002","display_name":"Concept drift","level":3,"score":0.8477874398231506},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7371032238006592},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.6502289175987244},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4822271764278412},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.47039565443992615},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3406175374984741},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32678502798080444},{"id":"https://openalex.org/C89198739","wikidata":"https://www.wikidata.org/wiki/Q3079880","display_name":"Data stream mining","level":2,"score":0.20870652794837952},{"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:10.4018/ijdsst.2015040103","is_oa":false,"landing_page_url":"https://doi.org/10.4018/ijdsst.2015040103","pdf_url":null,"source":{"id":"https://openalex.org/S204805982","display_name":"International Journal of Decision Support System Technology","issn_l":"1941-6296","issn":["1941-6296","1941-630X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Decision Support System Technology","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:igg:jdsst0:v:7:y:2015:i:2:p:29-57","is_oa":false,"landing_page_url":"https://services.igi-global.com/resolvedoi/resolve.aspx?doi=10.4018/IJDSST.2015040103","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W121132053","https://openalex.org/W158096112","https://openalex.org/W1025075416","https://openalex.org/W1536228795","https://openalex.org/W1562135275","https://openalex.org/W1562629803","https://openalex.org/W1672104910","https://openalex.org/W1968980002","https://openalex.org/W1990079212","https://openalex.org/W2000454347","https://openalex.org/W2002349220","https://openalex.org/W2009727399","https://openalex.org/W2010657328","https://openalex.org/W2014583745","https://openalex.org/W2016159616","https://openalex.org/W2022775778","https://openalex.org/W2070808135","https://openalex.org/W2084541513","https://openalex.org/W2086364952","https://openalex.org/W2099419573","https://openalex.org/W2124288185","https://openalex.org/W2133088989","https://openalex.org/W2171809276","https://openalex.org/W2339725977","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W2990081132","https://openalex.org/W4296984035","https://openalex.org/W3127121676","https://openalex.org/W3108206468","https://openalex.org/W3091433184","https://openalex.org/W2902096670","https://openalex.org/W2931947761","https://openalex.org/W3108897387","https://openalex.org/W4386230428","https://openalex.org/W3161172664"],"abstract_inverted_index":{"In":[0,17],"data":[1,8,61],"mining,":[2],"the":[3,20,37,41,67,78,99,102],"phenomenon":[4],"of":[5,148],"change":[6],"in":[7,60,77,146],"distribution":[9],"over":[10],"time":[11,51],"is":[12,54,132],"known":[13],"as":[14,50],"concept":[15,48,140],"drift.":[16,141],"this":[18],"research,":[19],"authors":[21],"introduce":[22],"a":[23,115],"new":[24,58],"approach":[25,83,134],"called":[26],"Concepts":[27],"Seeds":[28],"Gathering":[29],"and":[30,45,63,89,111,120,138],"Dataset":[31],"Updating":[32],"algorithm":[33,126],"(CSG-DU)":[34],"that":[35,96,135],"gives":[36],"traditional":[38],"classification":[39,68,72,103,149],"models":[40],"ability":[42],"to":[43,65,109],"adapt":[44],"cope":[46],"with":[47,56],"drift":[49],"passes.":[52],"CSG-DU":[53,119,142],"concerned":[55],"discovering":[57],"concepts":[59],"stream":[62],"aims":[64],"increase":[66],"accuracy":[69,104],"using":[70,87],"any":[71],"model":[73],"when":[74],"changes":[75],"occur":[76],"underlying":[79],"concepts.":[80],"The":[81,92],"proposed":[82],"has":[84,128],"been":[85,129],"tested":[86],"synthetic":[88],"real":[90],"datasets.":[91],"experiments":[93],"conducted":[94],"show":[95],"after":[97],"applying":[98],"authors'":[100],"approach,":[101],"increased":[105],"from":[106],"low":[107],"values":[108],"high":[110],"acceptable":[112],"ones.":[113],"Finally,":[114],"comparison":[116],"study":[117],"between":[118],"Set":[121],"Formation":[122],"for":[123],"Delayed":[124],"Labeling":[125],"(SFDL)":[127],"conducted;":[130],"SFDL":[131,145],"an":[133],"handles":[136],"sudden":[137],"gradual":[139],"results":[143],"outperforms":[144],"terms":[147],"accuracy.":[150]},"counts_by_year":[{"year":2015,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}