{"id":"https://openalex.org/W2903385897","doi":"https://doi.org/10.1155/2018/2065491","title":"Enhancing the Efficiency of a Decision Support System through the Clustering of Complex Rule\u2010Based Knowledge Bases and Modification of the Inference Algorithm","display_name":"Enhancing the Efficiency of a Decision Support System through the Clustering of Complex Rule\u2010Based Knowledge Bases and Modification of the Inference Algorithm","publication_year":2018,"publication_date":"2018-01-01","ids":{"openalex":"https://openalex.org/W2903385897","doi":"https://doi.org/10.1155/2018/2065491","mag":"2903385897"},"language":"en","primary_location":{"id":"doi:10.1155/2018/2065491","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2018/2065491","pdf_url":"http://downloads.hindawi.com/journals/complexity/2018/2065491.pdf","source":{"id":"https://openalex.org/S207319443","display_name":"Complexity","issn_l":"1076-2787","issn":["1076-2787","1099-0526"],"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":"Complexity","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"http://downloads.hindawi.com/journals/complexity/2018/2065491.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5088457184","display_name":"Agnieszka Nowak-Brzezi\u0144ska","orcid":"https://orcid.org/0000-0001-7238-1170"},"institutions":[{"id":"https://openalex.org/I4210155092","display_name":"Czech Academy of Sciences, Institute of Computer Science","ror":"https://ror.org/0496n6574","country_code":"CZ","type":"facility","lineage":["https://openalex.org/I202391551","https://openalex.org/I4210155092"]}],"countries":["CZ"],"is_corresponding":true,"raw_author_name":"Agnieszka Nowak-Brzezi\u0144ska","raw_affiliation_strings":["Institute of Computer Science, Faculty of Computer Science and Material Science, Silesian University, ul.B\u0119dzi\u0144ska 39, 41-200 Sosnowiec"],"affiliations":[{"raw_affiliation_string":"Institute of Computer Science, Faculty of Computer Science and Material Science, Silesian University, ul.B\u0119dzi\u0144ska 39, 41-200 Sosnowiec","institution_ids":["https://openalex.org/I4210155092"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5088457184"],"corresponding_institution_ids":["https://openalex.org/I4210155092"],"apc_list":{"value":2300,"currency":"USD","value_usd":2300},"apc_paid":{"value":2300,"currency":"USD","value_usd":2300},"fwci":3.2894,"has_fulltext":true,"cited_by_count":12,"citation_normalized_percentile":{"value":0.93862687,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"2018","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9934999942779541,"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/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9934999942779541,"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/T11063","display_name":"Rough Sets and Fuzzy Logic","score":0.9922000169754028,"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/T11719","display_name":"Data Quality and Management","score":0.9679999947547913,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.6845682263374329},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.683353066444397},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.682950496673584},{"id":"https://openalex.org/keywords/decision-support-system","display_name":"Decision support system","score":0.47928565740585327},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4622480869293213},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.43649935722351074},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4335460364818573},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3580014109611511}],"concepts":[{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.6845682263374329},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.683353066444397},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.682950496673584},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.47928565740585327},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4622480869293213},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.43649935722351074},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4335460364818573},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3580014109611511}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1155/2018/2065491","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2018/2065491","pdf_url":"http://downloads.hindawi.com/journals/complexity/2018/2065491.pdf","source":{"id":"https://openalex.org/S207319443","display_name":"Complexity","issn_l":"1076-2787","issn":["1076-2787","1099-0526"],"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":"Complexity","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:hin:complx:2065491","is_oa":false,"landing_page_url":"http://downloads.hindawi.com/journals/8503/2018/2065491.xml","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"},{"id":"pmh:oai:doaj.org/article:bf4b7ec122c34c85818b718374da166a","is_oa":true,"landing_page_url":"https://doaj.org/article/bf4b7ec122c34c85818b718374da166a","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Complexity, Vol 2018 (2018)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2018/2065491","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2018/2065491","pdf_url":"http://downloads.hindawi.com/journals/complexity/2018/2065491.pdf","source":{"id":"https://openalex.org/S207319443","display_name":"Complexity","issn_l":"1076-2787","issn":["1076-2787","1099-0526"],"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":"Complexity","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.7900000214576721,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2903385897.pdf","grobid_xml":"https://content.openalex.org/works/W2903385897.grobid-xml"},"referenced_works_count":30,"referenced_works":["https://openalex.org/W26924883","https://openalex.org/W354223073","https://openalex.org/W1483313504","https://openalex.org/W1502198275","https://openalex.org/W1518206781","https://openalex.org/W1520977640","https://openalex.org/W1558780827","https://openalex.org/W1562135275","https://openalex.org/W1591159690","https://openalex.org/W1608691324","https://openalex.org/W1720941897","https://openalex.org/W1841395947","https://openalex.org/W1989164753","https://openalex.org/W2010522779","https://openalex.org/W2035055162","https://openalex.org/W2056884786","https://openalex.org/W2122209504","https://openalex.org/W2131685114","https://openalex.org/W2168614937","https://openalex.org/W2215063567","https://openalex.org/W2319660501","https://openalex.org/W2338268698","https://openalex.org/W2340020088","https://openalex.org/W2406349003","https://openalex.org/W2409154825","https://openalex.org/W2562083579","https://openalex.org/W2562701013","https://openalex.org/W2606940942","https://openalex.org/W2744936321","https://openalex.org/W3120740533"],"related_works":["https://openalex.org/W4298130764","https://openalex.org/W2804364458","https://openalex.org/W2055243143","https://openalex.org/W2132641928","https://openalex.org/W4310225030","https://openalex.org/W2090259340","https://openalex.org/W1926736923","https://openalex.org/W2158836806","https://openalex.org/W2393816671","https://openalex.org/W2083665254"],"abstract_inverted_index":{"Decision":[0],"support":[1,144],"systems":[2],"founded":[3],"on":[4,72,138],"rule\u2010based":[5],"knowledge":[6,19,30,52,64,148,184],"representation":[7],"should":[8],"be":[9,174],"equipped":[10],"with":[11,146],"rule":[12,90,124],"management":[13],"mechanisms.":[14],"Effective":[15],"exploration":[16],"of":[17,23,29,36,49,89,94,131,134,141,162,179,183],"new":[18,27,79,103],"in":[20],"every":[21],"domain":[22],"human":[24],"life":[25],"requires":[26],"algorithms":[28],"organization":[31],"and":[32,55,77,109,116,159,186],"a":[33,60,78,142],"thorough":[34],"search":[35],"the":[37,44,51,56,73,86,95,98,129,132,135,139,176,181,187],"created":[38],"data":[39],"structures.":[40],"In":[41,150],"this":[42],"work,":[43],"author":[45,114],"introduces":[46],"an":[47],"optimization":[48],"both":[50,180],"base":[53,65,185],"structure":[54,66,182],"inference":[57,81,188],"algorithm.":[58],"Hence,":[59],"new,":[61],"hierarchically":[62],"organized":[63],"is":[67],"proposed":[68,136,177],"as":[69],"it":[70],"draws":[71],"cluster":[74],"analysis":[75,130],"method":[76],"forward\u2010chaining":[80],"algorithm":[82,99,189],"which":[83],"searches":[84],"only":[85],"so\u2010called":[87],"representatives":[88],"clusters.":[91,125],"Making":[92],"use":[93],"similarity":[96],"approach,":[97],"tries":[100],"to":[101,152],"discover":[102],"facts":[104,110],"(new":[105],"knowledge)":[106],"from":[107],"rules":[108],"already":[111],"known.":[112],"The":[113],"defines":[115],"analyses":[117],"four":[118,155],"various":[119,160],"representative":[120,156],"generation":[121,157],"methods":[122,137,158],"for":[123],"Experimental":[126],"results":[127],"contain":[128],"impact":[133],"efficiency":[140],"decision":[143],"system":[145],"such":[147],"representation.":[149],"order":[151],"do":[153],"this,":[154],"types":[161],"clustering":[163,167],"parameters":[164],"(similarity":[165],"measure,":[166],"methods,":[168],"etc.)":[169],"were":[170],"examined.":[171],"As":[172],"can":[173],"seen,":[175],"modification":[178],"has":[190],"yielded":[191],"satisfactory":[192],"results.":[193]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":2}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}