{"id":"https://openalex.org/W1967446458","doi":"https://doi.org/10.1145/2732587.2732614","title":"Online data stream classification with incremental semi-supervised learning","display_name":"Online data stream classification with incremental semi-supervised learning","publication_year":2015,"publication_date":"2015-03-18","ids":{"openalex":"https://openalex.org/W1967446458","doi":"https://doi.org/10.1145/2732587.2732614","mag":"1967446458"},"language":"en","primary_location":{"id":"doi:10.1145/2732587.2732614","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2732587.2732614","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Second ACM IKDD Conference on Data Sciences","raw_type":"proceedings-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/A5063000416","display_name":"H. R. Loo","orcid":null},"institutions":[{"id":"https://openalex.org/I4576418","display_name":"University of Technology Malaysia","ror":"https://ror.org/026w31v75","country_code":"MY","type":"education","lineage":["https://openalex.org/I4576418"]}],"countries":["MY"],"is_corresponding":true,"raw_author_name":"H. R. Loo","raw_affiliation_strings":["Universiti Teknologi Malaysia, Johor Bahru, Malaysia","[Universiti Teknologi Malaysia, Johor Bahru, Malaysia]"],"affiliations":[{"raw_affiliation_string":"Universiti Teknologi Malaysia, Johor Bahru, Malaysia","institution_ids":["https://openalex.org/I4576418"]},{"raw_affiliation_string":"[Universiti Teknologi Malaysia, Johor Bahru, Malaysia]","institution_ids":["https://openalex.org/I4576418"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011389229","display_name":"Muhammad Nadzir Marsono","orcid":"https://orcid.org/0000-0002-7468-7461"},"institutions":[{"id":"https://openalex.org/I4576418","display_name":"University of Technology Malaysia","ror":"https://ror.org/026w31v75","country_code":"MY","type":"education","lineage":["https://openalex.org/I4576418"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"M. N. Marsono","raw_affiliation_strings":["Universiti Teknologi Malaysia, Johor Bahru, Malaysia","[Universiti Teknologi Malaysia, Johor Bahru, Malaysia]"],"affiliations":[{"raw_affiliation_string":"Universiti Teknologi Malaysia, Johor Bahru, Malaysia","institution_ids":["https://openalex.org/I4576418"]},{"raw_affiliation_string":"[Universiti Teknologi Malaysia, Johor Bahru, Malaysia]","institution_ids":["https://openalex.org/I4576418"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5063000416"],"corresponding_institution_ids":["https://openalex.org/I4576418"],"apc_list":null,"apc_paid":null,"fwci":4.3144,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.94591357,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"132","last_page":"133"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9997000098228455,"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":0.9997000098228455,"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/T11667","display_name":"Advanced Chemical Sensor Technologies","score":0.9837999939918518,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.955299973487854,"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":0.7654337882995605},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5444931983947754},{"id":"https://openalex.org/keywords/semi-supervised-learning","display_name":"Semi-supervised learning","score":0.5280588269233704},{"id":"https://openalex.org/keywords/supervised-learning","display_name":"Supervised learning","score":0.5243483185768127},{"id":"https://openalex.org/keywords/data-stream","display_name":"Data stream","score":0.5047911405563354},{"id":"https://openalex.org/keywords/incremental-learning","display_name":"Incremental learning","score":0.4674910604953766},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.41998639702796936},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.34145835041999817},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.10572516918182373}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7654337882995605},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5444931983947754},{"id":"https://openalex.org/C58973888","wikidata":"https://www.wikidata.org/wiki/Q1041418","display_name":"Semi-supervised learning","level":2,"score":0.5280588269233704},{"id":"https://openalex.org/C136389625","wikidata":"https://www.wikidata.org/wiki/Q334384","display_name":"Supervised learning","level":3,"score":0.5243483185768127},{"id":"https://openalex.org/C2778484313","wikidata":"https://www.wikidata.org/wiki/Q1172540","display_name":"Data stream","level":2,"score":0.5047911405563354},{"id":"https://openalex.org/C2780735816","wikidata":"https://www.wikidata.org/wiki/Q28324931","display_name":"Incremental learning","level":2,"score":0.4674910604953766},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.41998639702796936},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.34145835041999817},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.10572516918182373},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/2732587.2732614","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2732587.2732614","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Second ACM IKDD Conference on Data Sciences","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":7,"referenced_works":["https://openalex.org/W1505678275","https://openalex.org/W1971940652","https://openalex.org/W2075649343","https://openalex.org/W2136246134","https://openalex.org/W2136504847","https://openalex.org/W2154031574","https://openalex.org/W3141851269"],"related_works":["https://openalex.org/W122912556","https://openalex.org/W1586607209","https://openalex.org/W4312414840","https://openalex.org/W2621411691","https://openalex.org/W2513638114","https://openalex.org/W2271357838","https://openalex.org/W3210156800","https://openalex.org/W2556866732","https://openalex.org/W4390062853","https://openalex.org/W4389256085"],"abstract_inverted_index":{"This":[0],"paper":[1],"proposes":[2],"an":[3],"online":[4],"data":[5,41],"stream":[6,23],"classification":[7,53],"that":[8],"learns":[9],"with":[10,57],"limited":[11],"labels":[12],"using":[13],"selective":[14],"self-training.":[15],"Data":[16,48],"partitioning":[17,49],"steps":[18],"are":[19],"proposed":[20],"to":[21,34],"improve":[22],"mining":[24],"efficiency.":[25],"Simulation":[26],"on":[27],"Cambridge":[28],"and":[29,42],"KDD'99":[30],"datasets":[31],"shows":[32],"up":[33,52],"99.3%":[35],"average":[36],"accuracy":[37],"for":[38,44],"10%":[39],"labeled":[40,46],"98.4%":[43],"1%":[45],"data.":[47],"also":[50],"speeds":[51],"process":[54],"by":[55],"80%":[56],"only":[58],"0.2%":[59],"reduction":[60],"in":[61],"accuracy.":[62]},"counts_by_year":[{"year":2024,"cited_by_count":4},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":2},{"year":2018,"cited_by_count":4},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":3},{"year":2015,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
