{"id":"https://openalex.org/W4416382484","doi":"https://doi.org/10.62036/isd.2025.63","title":"Inference processes in rule cluster knowledge base - various approaches","display_name":"Inference processes in rule cluster knowledge base - various approaches","publication_year":2025,"publication_date":"2025-11-17","ids":{"openalex":"https://openalex.org/W4416382484","doi":"https://doi.org/10.62036/isd.2025.63"},"language":null,"primary_location":{"id":"doi:10.62036/isd.2025.63","is_oa":true,"landing_page_url":"https://doi.org/10.62036/isd.2025.63","pdf_url":"https://aisel.aisnet.org/cgi/viewcontent.cgi?article=1742&context=isd2014","source":{"id":"https://openalex.org/S4404677940","display_name":"Proceedings of the International Conference on Information Systems Development","issn_l":"2938-5202","issn":["2938-5202"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Conference on Information Systems Development","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://aisel.aisnet.org/cgi/viewcontent.cgi?article=1742&context=isd2014","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5035670915","display_name":"Igor Gaibei","orcid":"https://orcid.org/0000-0002-4708-9036"},"institutions":[{"id":"https://openalex.org/I864159182","display_name":"University of Silesia in Katowice","ror":"https://ror.org/0104rcc94","country_code":"PL","type":"education","lineage":["https://openalex.org/I864159182"]}],"countries":["PL"],"is_corresponding":true,"raw_author_name":"Igor Gaibei","raw_affiliation_strings":["University of Silesia, Poland"],"affiliations":[{"raw_affiliation_string":"University of Silesia, Poland","institution_ids":["https://openalex.org/I864159182"]}]},{"author_position":"last","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/I864159182","display_name":"University of Silesia in Katowice","ror":"https://ror.org/0104rcc94","country_code":"PL","type":"education","lineage":["https://openalex.org/I864159182"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Agnieszka Nowak-Brzezinska","raw_affiliation_strings":["University of Silesia, Poland"],"affiliations":[{"raw_affiliation_string":"University of Silesia, Poland","institution_ids":["https://openalex.org/I864159182"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5035670915"],"corresponding_institution_ids":["https://openalex.org/I864159182"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.19516522,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.2222999930381775,"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/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.2222999930381775,"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/T10906","display_name":"AI-based Problem Solving and Planning","score":0.22210000455379486,"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":0.17339999973773956,"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/cluster-analysis","display_name":"Cluster analysis","score":0.7853999733924866},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.7820000052452087},{"id":"https://openalex.org/keywords/matching","display_name":"Matching (statistics)","score":0.4754999876022339},{"id":"https://openalex.org/keywords/knowledge-base","display_name":"Knowledge base","score":0.4697999954223633},{"id":"https://openalex.org/keywords/hierarchical-clustering","display_name":"Hierarchical clustering","score":0.4494999945163727},{"id":"https://openalex.org/keywords/knowledge-representation-and-reasoning","display_name":"Knowledge representation and reasoning","score":0.429500013589859},{"id":"https://openalex.org/keywords/cluster","display_name":"Cluster (spacecraft)","score":0.4212999939918518},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.4172999858856201},{"id":"https://openalex.org/keywords/knowledge-based-systems","display_name":"Knowledge-based systems","score":0.3937999904155731}],"concepts":[{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7853999733924866},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.7820000052452087},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6579999923706055},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.623199999332428},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5504999756813049},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.48260000348091125},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.4754999876022339},{"id":"https://openalex.org/C4554734","wikidata":"https://www.wikidata.org/wiki/Q593744","display_name":"Knowledge base","level":2,"score":0.4697999954223633},{"id":"https://openalex.org/C92835128","wikidata":"https://www.wikidata.org/wiki/Q1277447","display_name":"Hierarchical clustering","level":3,"score":0.4494999945163727},{"id":"https://openalex.org/C161301231","wikidata":"https://www.wikidata.org/wiki/Q3478658","display_name":"Knowledge representation and reasoning","level":2,"score":0.429500013589859},{"id":"https://openalex.org/C164866538","wikidata":"https://www.wikidata.org/wiki/Q367351","display_name":"Cluster (spacecraft)","level":2,"score":0.4212999939918518},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.4172999858856201},{"id":"https://openalex.org/C115925183","wikidata":"https://www.wikidata.org/wiki/Q1412694","display_name":"Knowledge-based systems","level":2,"score":0.3937999904155731},{"id":"https://openalex.org/C3746660","wikidata":"https://www.wikidata.org/wiki/Q1068763","display_name":"Rule of inference","level":2,"score":0.36390000581741333},{"id":"https://openalex.org/C129916263","wikidata":"https://www.wikidata.org/wiki/Q1141183","display_name":"Backward chaining","level":4,"score":0.3418999910354614},{"id":"https://openalex.org/C42058472","wikidata":"https://www.wikidata.org/wiki/Q810214","display_name":"Base (topology)","level":2,"score":0.33070001006126404},{"id":"https://openalex.org/C186767784","wikidata":"https://www.wikidata.org/wiki/Q5162841","display_name":"Consensus clustering","level":5,"score":0.3244999945163727},{"id":"https://openalex.org/C39235581","wikidata":"https://www.wikidata.org/wiki/Q5158434","display_name":"Conceptual clustering","level":5,"score":0.3183000087738037},{"id":"https://openalex.org/C46743427","wikidata":"https://www.wikidata.org/wiki/Q1341685","display_name":"Inference engine","level":3,"score":0.3127000033855438},{"id":"https://openalex.org/C58328972","wikidata":"https://www.wikidata.org/wiki/Q184609","display_name":"Expert system","level":2,"score":0.30070000886917114},{"id":"https://openalex.org/C167984511","wikidata":"https://www.wikidata.org/wiki/Q17003931","display_name":"Brown clustering","level":5,"score":0.29809999465942383},{"id":"https://openalex.org/C120567893","wikidata":"https://www.wikidata.org/wiki/Q1582085","display_name":"Knowledge extraction","level":2,"score":0.29109999537467957},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.28619998693466187},{"id":"https://openalex.org/C94641424","wikidata":"https://www.wikidata.org/wiki/Q5172845","display_name":"Correlation clustering","level":3,"score":0.2676999866962433},{"id":"https://openalex.org/C95167961","wikidata":"https://www.wikidata.org/wiki/Q4483495","display_name":"Fiducial inference","level":5,"score":0.26649999618530273},{"id":"https://openalex.org/C22648726","wikidata":"https://www.wikidata.org/wiki/Q7523744","display_name":"Single-linkage clustering","level":5,"score":0.2549999952316284},{"id":"https://openalex.org/C134261354","wikidata":"https://www.wikidata.org/wiki/Q938438","display_name":"Statistical inference","level":2,"score":0.2540999948978424}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.62036/isd.2025.63","is_oa":true,"landing_page_url":"https://doi.org/10.62036/isd.2025.63","pdf_url":"https://aisel.aisnet.org/cgi/viewcontent.cgi?article=1742&context=isd2014","source":{"id":"https://openalex.org/S4404677940","display_name":"Proceedings of the International Conference on Information Systems Development","issn_l":"2938-5202","issn":["2938-5202"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Conference on Information Systems Development","raw_type":"proceedings-article"},{"id":"pmh:oai:aisel.aisnet.org:isd2014-1742","is_oa":false,"landing_page_url":"https://aisel.aisnet.org/isd2014/proceedings2025/datascience/33","pdf_url":null,"source":{"id":"https://openalex.org/S30879505","display_name":"Journal of the Association for Information Systems","issn_l":"1536-9323","issn":["1536-9323"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310321080","host_organization_name":"Association for Information Systems","host_organization_lineage":["https://openalex.org/P4310321080"],"host_organization_lineage_names":["Association for Information Systems"],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proceedings of the International Conference on Information Systems Development (ISD)","raw_type":"text"}],"best_oa_location":{"id":"doi:10.62036/isd.2025.63","is_oa":true,"landing_page_url":"https://doi.org/10.62036/isd.2025.63","pdf_url":"https://aisel.aisnet.org/cgi/viewcontent.cgi?article=1742&context=isd2014","source":{"id":"https://openalex.org/S4404677940","display_name":"Proceedings of the International Conference on Information Systems Development","issn_l":"2938-5202","issn":["2938-5202"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Conference on Information Systems Development","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4416382484.pdf","grobid_xml":"https://content.openalex.org/works/W4416382484.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"This":[0],"paper":[1],"presents":[2],"a":[3,15,81],"novel":[4],"approach":[5],"to":[6],"optimize":[7],"inference":[8,44,77,83],"in":[9],"rule-based":[10],"knowledge":[11,70],"systems":[12],"by":[13],"introducing":[14],"clustering":[16,37,74],"mechanism":[17],"for":[18],"rule":[19,56],"organization.":[20],"Rules":[21],"are":[22],"clustered":[23],"using":[24],"K-Means":[25],"or":[26,53,62],"Agglomerative":[27],"Hierarchical":[28],"Clustering":[29],"(AHC)":[30],"algorithms,":[31],"with":[32],"different":[33,48],"distance":[34],"measures":[35],"and":[36,41,55],"strategies.":[38],"We":[39],"propose":[40],"evaluate":[42],"four":[43],"strategies":[45,58],"based":[46],"on":[47,68],"group":[49],"representation":[50],"methods":[51],"(mean":[52],"median)":[54],"activation":[57],"(activation":[59],"of":[60],"one":[61],"all":[63],"matching":[64],"rules).":[65],"Experimental":[66],"studies":[67],"real":[69],"bases":[71],"show":[72],"that":[73],"significantly":[75],"improves":[76],"performance":[78],"while":[79],"maintaining":[80],"satisfied":[82],"success":[84],"rate.":[85]},"counts_by_year":[],"updated_date":"2026-03-12T06:13:28.667946","created_date":"2025-11-19T00:00:00"}
