{"id":"https://openalex.org/W3082740336","doi":"https://doi.org/10.1109/fuzz48607.2020.9177718","title":"Fuzzy Set-Based Isolation Forest","display_name":"Fuzzy Set-Based Isolation Forest","publication_year":2020,"publication_date":"2020-07-01","ids":{"openalex":"https://openalex.org/W3082740336","doi":"https://doi.org/10.1109/fuzz48607.2020.9177718","mag":"3082740336"},"language":"en","primary_location":{"id":"doi:10.1109/fuzz48607.2020.9177718","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fuzz48607.2020.9177718","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)","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/A5064652230","display_name":"Pawe\u0142 Karczmarek","orcid":"https://orcid.org/0000-0002-6215-297X"},"institutions":[{"id":"https://openalex.org/I8264552","display_name":"Lublin University of Technology","ror":"https://ror.org/024zjzd49","country_code":"PL","type":"education","lineage":["https://openalex.org/I8264552"]}],"countries":["PL"],"is_corresponding":true,"raw_author_name":"Pawel Karczmarek","raw_affiliation_strings":["Department of Computer Science, Lublin University of Technology, Lublin, Poland"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Lublin University of Technology, Lublin, Poland","institution_ids":["https://openalex.org/I8264552"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029390512","display_name":"Adam Kiersztyn","orcid":"https://orcid.org/0000-0001-5222-8101"},"institutions":[{"id":"https://openalex.org/I154425047","display_name":"University of Alberta","ror":"https://ror.org/0160cpw27","country_code":"CA","type":"education","lineage":["https://openalex.org/I154425047"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Adam Kiersztyn","raw_affiliation_strings":["Department of Electrical & Computer Engineering, University of Alberta, Edmonton, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Electrical & Computer Engineering, University of Alberta, Edmonton, Canada","institution_ids":["https://openalex.org/I154425047"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003799782","display_name":"Witold Pedrycz","orcid":"https://orcid.org/0000-0002-9335-9930"},"institutions":[{"id":"https://openalex.org/I154425047","display_name":"University of Alberta","ror":"https://ror.org/0160cpw27","country_code":"CA","type":"education","lineage":["https://openalex.org/I154425047"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Witold Pedrycz","raw_affiliation_strings":["Department of Electrical & Computer Engineering, University of Alberta, Edmonton, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Electrical & Computer Engineering, University of Alberta, Edmonton, Canada","institution_ids":["https://openalex.org/I154425047"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5064652230"],"corresponding_institution_ids":["https://openalex.org/I8264552"],"apc_list":null,"apc_paid":null,"fwci":3.2621,"has_fulltext":false,"cited_by_count":30,"citation_normalized_percentile":{"value":0.93536422,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9998000264167786,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9998000264167786,"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/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9962000250816345,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9854000210762024,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/categorical-variable","display_name":"Categorical variable","score":0.7625534534454346},{"id":"https://openalex.org/keywords/outlier","display_name":"Outlier","score":0.6848610043525696},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.6848282814025879},{"id":"https://openalex.org/keywords/fuzzy-set","display_name":"Fuzzy set","score":0.6378898620605469},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6321989893913269},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5347603559494019},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.5047649145126343},{"id":"https://openalex.org/keywords/isolation","display_name":"Isolation (microbiology)","score":0.4804344177246094},{"id":"https://openalex.org/keywords/data-set","display_name":"Data set","score":0.47003453969955444},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4117997884750366},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4020880460739136},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3039107322692871}],"concepts":[{"id":"https://openalex.org/C5274069","wikidata":"https://www.wikidata.org/wiki/Q2285707","display_name":"Categorical variable","level":2,"score":0.7625534534454346},{"id":"https://openalex.org/C79337645","wikidata":"https://www.wikidata.org/wiki/Q779824","display_name":"Outlier","level":2,"score":0.6848610043525696},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.6848282814025879},{"id":"https://openalex.org/C42011625","wikidata":"https://www.wikidata.org/wiki/Q1055058","display_name":"Fuzzy set","level":3,"score":0.6378898620605469},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6321989893913269},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5347603559494019},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.5047649145126343},{"id":"https://openalex.org/C2775941552","wikidata":"https://www.wikidata.org/wiki/Q25212305","display_name":"Isolation (microbiology)","level":2,"score":0.4804344177246094},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.47003453969955444},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4117997884750366},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4020880460739136},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3039107322692871},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C89423630","wikidata":"https://www.wikidata.org/wiki/Q7193","display_name":"Microbiology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/fuzz48607.2020.9177718","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fuzz48607.2020.9177718","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6499999761581421,"display_name":"Life in Land","id":"https://metadata.un.org/sdg/15"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W122039765","https://openalex.org/W1530232915","https://openalex.org/W1972512984","https://openalex.org/W1989352541","https://openalex.org/W1990352893","https://openalex.org/W1995443851","https://openalex.org/W2018397917","https://openalex.org/W2061240327","https://openalex.org/W2063557315","https://openalex.org/W2063729131","https://openalex.org/W2085041732","https://openalex.org/W2089554624","https://openalex.org/W2122646361","https://openalex.org/W2128510565","https://openalex.org/W2129281431","https://openalex.org/W2132870739","https://openalex.org/W2262232454","https://openalex.org/W2296719434","https://openalex.org/W2316225045","https://openalex.org/W2371101197","https://openalex.org/W2480327167","https://openalex.org/W2743138268","https://openalex.org/W2763099889","https://openalex.org/W2769133265","https://openalex.org/W2785505120","https://openalex.org/W2890707978","https://openalex.org/W2902455138","https://openalex.org/W2934672175","https://openalex.org/W2946553955","https://openalex.org/W2964740884","https://openalex.org/W2965408537","https://openalex.org/W2972191694","https://openalex.org/W3006123093","https://openalex.org/W4253461361","https://openalex.org/W6666477779","https://openalex.org/W6721477558","https://openalex.org/W6756753118"],"related_works":["https://openalex.org/W2122407924","https://openalex.org/W2166938872","https://openalex.org/W4390662392","https://openalex.org/W71955863","https://openalex.org/W2359185137","https://openalex.org/W2610918223","https://openalex.org/W2085200861","https://openalex.org/W2567300168","https://openalex.org/W2789383625","https://openalex.org/W1511472911"],"abstract_inverted_index":{"One":[0],"of":[1,8,18,32,42,56,71],"the":[2,6,39,54,69,88],"main":[3],"challenges":[4],"is":[5],"analysis":[7],"large":[9],"data":[10,33,43],"sets,":[11],"in":[12,51],"particular":[13,52],"those":[14,26],"containing":[15],"various":[16],"types":[17],"data,":[19],"such":[20],"as":[21,87],"time,":[22],"place,":[23],"image,":[24],"and":[25],"assuming":[27],"categorical":[28],"values.":[29],"This":[30],"type":[31],"may":[34],"contain":[35],"numerous":[36],"outliers.":[37],"Despite":[38],"continuous":[40],"development":[41],"analysis,":[44],"many":[45],"methods":[46],"can":[47],"be":[48],"effectively":[49],"improved,":[50],"through":[53],"use":[55],"efficient":[57],"solutions":[58],"based":[59],"on":[60],"fuzzy":[61],"set":[62],"technologies.":[63],"In":[64],"this":[65],"paper,":[66],"we":[67,80],"analyze":[68],"improvement":[70],"a":[72],"well-known":[73],"method,":[74],"i.e.":[75],"Isolation":[76,91],"Forest,":[77],"for":[78],"which":[79],"introduce":[81],"an":[82],"innovative":[83],"modification,":[84],"referred":[85],"to":[86],"Fuzzy":[89],"Set-Based":[90],"Forest.":[92]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":12},{"year":2020,"cited_by_count":1}],"updated_date":"2026-04-16T08:26:57.006410","created_date":"2025-10-10T00:00:00"}