{"id":"https://openalex.org/W2271772156","doi":"https://doi.org/10.1142/s0218213016500032","title":"Decision Theory, an Unprecedented Validation Scheme for Rough-Fuzzy Clustering","display_name":"Decision Theory, an Unprecedented Validation Scheme for Rough-Fuzzy Clustering","publication_year":2015,"publication_date":"2015-11-05","ids":{"openalex":"https://openalex.org/W2271772156","doi":"https://doi.org/10.1142/s0218213016500032","mag":"2271772156"},"language":"en","primary_location":{"id":"doi:10.1142/s0218213016500032","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218213016500032","pdf_url":null,"source":{"id":"https://openalex.org/S178780388","display_name":"International Journal of Artificial Intelligence Tools","issn_l":"0218-2130","issn":["0218-2130","1793-6349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal on Artificial Intelligence Tools","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/A5112699548","display_name":"S. Revathy","orcid":null},"institutions":[{"id":"https://openalex.org/I43814544","display_name":"Sathyabama Institute of Science and Technology","ror":"https://ror.org/01defpn95","country_code":"IN","type":"education","lineage":["https://openalex.org/I43814544"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"S. Revathy","raw_affiliation_strings":["Sathyabama University, Chennai, India"],"affiliations":[{"raw_affiliation_string":"Sathyabama University, Chennai, India","institution_ids":["https://openalex.org/I43814544"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007956889","display_name":"B. Parvathavarthini","orcid":null},"institutions":[{"id":"https://openalex.org/I4210101093","display_name":"St. Joseph's Institute of Technology","ror":"https://ror.org/012npkr10","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210101093"]},{"id":"https://openalex.org/I33585257","display_name":"Anna University, Chennai","ror":"https://ror.org/01qhf1r47","country_code":"IN","type":"education","lineage":["https://openalex.org/I33585257"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"B. Parvathavarthini","raw_affiliation_strings":["St. Joseph's college of Engineering, Anna University, Chennai, India"],"affiliations":[{"raw_affiliation_string":"St. Joseph's college of Engineering, Anna University, Chennai, India","institution_ids":["https://openalex.org/I4210101093","https://openalex.org/I33585257"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5090022348","display_name":"S. Shiny Caroline","orcid":null},"institutions":[{"id":"https://openalex.org/I43814544","display_name":"Sathyabama Institute of Science and Technology","ror":"https://ror.org/01defpn95","country_code":"IN","type":"education","lineage":["https://openalex.org/I43814544"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"S. Shiny Caroline","raw_affiliation_strings":["Sathyabama University, Chennai, India"],"affiliations":[{"raw_affiliation_string":"Sathyabama University, Chennai, India","institution_ids":["https://openalex.org/I43814544"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5112699548"],"corresponding_institution_ids":["https://openalex.org/I43814544"],"apc_list":null,"apc_paid":null,"fwci":0.701,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.75026361,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"25","issue":"02","first_page":"1650003","last_page":"1650003"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11063","display_name":"Rough Sets and Fuzzy Logic","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T11063","display_name":"Rough Sets and Fuzzy Logic","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T10637","display_name":"Advanced Clustering Algorithms Research","score":0.996999979019165,"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/T10538","display_name":"Data Mining Algorithms and Applications","score":0.995199978351593,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7793452739715576},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.7616326808929443},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.7380247712135315},{"id":"https://openalex.org/keywords/fuzzy-clustering","display_name":"Fuzzy clustering","score":0.6454778909683228},{"id":"https://openalex.org/keywords/measure","display_name":"Measure (data warehouse)","score":0.6016749143600464},{"id":"https://openalex.org/keywords/rough-set","display_name":"Rough set","score":0.5920556783676147},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.5709285736083984},{"id":"https://openalex.org/keywords/cluster","display_name":"Cluster (spacecraft)","score":0.4752770960330963},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.47311756014823914},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.44370847940444946},{"id":"https://openalex.org/keywords/fuzzy-set","display_name":"Fuzzy set","score":0.4380713999271393},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4193223714828491},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4170111119747162},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3527746796607971},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.19508111476898193}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7793452739715576},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7616326808929443},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.7380247712135315},{"id":"https://openalex.org/C17212007","wikidata":"https://www.wikidata.org/wiki/Q5511111","display_name":"Fuzzy clustering","level":3,"score":0.6454778909683228},{"id":"https://openalex.org/C2780009758","wikidata":"https://www.wikidata.org/wiki/Q6804172","display_name":"Measure (data warehouse)","level":2,"score":0.6016749143600464},{"id":"https://openalex.org/C111012933","wikidata":"https://www.wikidata.org/wiki/Q3137210","display_name":"Rough set","level":2,"score":0.5920556783676147},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.5709285736083984},{"id":"https://openalex.org/C164866538","wikidata":"https://www.wikidata.org/wiki/Q367351","display_name":"Cluster (spacecraft)","level":2,"score":0.4752770960330963},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.47311756014823914},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.44370847940444946},{"id":"https://openalex.org/C42011625","wikidata":"https://www.wikidata.org/wiki/Q1055058","display_name":"Fuzzy set","level":3,"score":0.4380713999271393},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4193223714828491},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4170111119747162},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3527746796607971},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.19508111476898193},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1142/s0218213016500032","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218213016500032","pdf_url":null,"source":{"id":"https://openalex.org/S178780388","display_name":"International Journal of Artificial Intelligence Tools","issn_l":"0218-2130","issn":["0218-2130","1793-6349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal on Artificial Intelligence Tools","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.47999998927116394,"id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W1518853531","https://openalex.org/W1975152892","https://openalex.org/W1978527081","https://openalex.org/W2051224630","https://openalex.org/W2103535650","https://openalex.org/W2113535566","https://openalex.org/W2153233077","https://openalex.org/W2160396543","https://openalex.org/W2184496071","https://openalex.org/W2768296902","https://openalex.org/W4403252750"],"related_works":["https://openalex.org/W2392963705","https://openalex.org/W2107349454","https://openalex.org/W2382278777","https://openalex.org/W2167403502","https://openalex.org/W2353240132","https://openalex.org/W1587347718","https://openalex.org/W2978519593","https://openalex.org/W2102746356","https://openalex.org/W4390066334","https://openalex.org/W4386330225"],"abstract_inverted_index":{"Cluster":[0],"validation":[1,11,72,113],"is":[2,36],"an":[3,70],"essential":[4],"technique":[5],"in":[6,88,130],"all":[7],"cluster":[8,17,41,54],"applications.":[9],"Several":[10],"methods":[12,20],"measure":[13,50,87],"the":[14,29,53,85,103,109,128],"accuracy":[15],"of":[16,31,106,111],"structure.":[18],"Typical":[19],"are":[21],"geometric,":[22],"where":[23],"only":[24],"distance":[25],"and":[26,47,80,94,126],"membership":[27],"form":[28],"core":[30],"validation.":[32],"Yao's":[33],"decision":[34,68],"theory":[35],"a":[37],"novel":[38],"approach":[39],"for":[40,51,74],"validation,":[42],"which":[43],"evolved":[44],"loss":[45,79],"calculations":[46,82],"probabilistic":[48],"based":[49],"determining":[52],"quality.":[55],"Conventional":[56],"rough":[57],"set":[58],"algorithms":[59,125],"have":[60,97],"utilized":[61],"this":[62],"validity":[63],"measure.":[64],"This":[65],"paper":[66],"propagates":[67],"theory,":[69],"unprecedented":[71],"scheme":[73],"Rough-Fuzzy":[75],"clustering":[76,89,124],"by":[77],"resolving":[78],"probability":[81],"to":[83,101,122],"predict":[84],"risk":[86],"techniques.":[90],"Experiments":[91],"with":[92],"synthetic":[93],"UCI":[95],"datasets":[96],"been":[98],"performed,":[99],"proven":[100],"deduce":[102],"optimal":[104],"number":[105],"clusters":[107],"overcoming":[108],"downsides":[110],"traditional":[112],"frameworks.":[114],"The":[115],"proposed":[116],"index":[117],"can":[118],"also":[119],"be":[120],"applied":[121],"other":[123],"extends":[127],"usefulness":[129],"business":[131],"oriented":[132],"data":[133],"mining.":[134]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2016,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
