{"id":"https://openalex.org/W3207262932","doi":"https://doi.org/10.1109/iisa52424.2021.9555527","title":"Exploring Aspects Regarding Reasoning in Neuro-Symbolic Rules and Connectionist Expert Systems","display_name":"Exploring Aspects Regarding Reasoning in Neuro-Symbolic Rules and Connectionist Expert Systems","publication_year":2021,"publication_date":"2021-07-12","ids":{"openalex":"https://openalex.org/W3207262932","doi":"https://doi.org/10.1109/iisa52424.2021.9555527","mag":"3207262932"},"language":"en","primary_location":{"id":"doi:10.1109/iisa52424.2021.9555527","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iisa52424.2021.9555527","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 12th International Conference on Information, Intelligence, Systems &amp; Applications (IISA)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5028397378","display_name":"Jim Prentzas","orcid":"https://orcid.org/0000-0002-9882-0351"},"institutions":[{"id":"https://openalex.org/I147962203","display_name":"Democritus University of Thrace","ror":"https://ror.org/03bfqnx40","country_code":"GR","type":"education","lineage":["https://openalex.org/I147962203"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Jim Prentzas","raw_affiliation_strings":["Democritus University of Thrace, Alexandroupolis, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Democritus University of Thrace, Alexandroupolis, Greece","institution_ids":["https://openalex.org/I147962203"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5046246683","display_name":"Ioannis Hatzilygeroudis","orcid":"https://orcid.org/0000-0002-4036-9369"},"institutions":[{"id":"https://openalex.org/I174878644","display_name":"University of Patras","ror":"https://ror.org/017wvtq80","country_code":"GR","type":"education","lineage":["https://openalex.org/I174878644"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Ioannis Hatzilygeroudis","raw_affiliation_strings":["University of Patras, Patras, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Patras, Patras, Greece","institution_ids":["https://openalex.org/I174878644"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.2931,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.54094496,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"137","issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9958999752998352,"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/T10320","display_name":"Neural Networks and Applications","score":0.9958999752998352,"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":0.9854000210762024,"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/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.9663000106811523,"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/connectionism","display_name":"Connectionism","score":0.9431034922599792},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7194704413414001},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6115133762359619},{"id":"https://openalex.org/keywords/expert-system","display_name":"Expert system","score":0.5788748264312744},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.49961423873901367},{"id":"https://openalex.org/keywords/component","display_name":"Component (thermodynamics)","score":0.49455997347831726},{"id":"https://openalex.org/keywords/cognitive-science","display_name":"Cognitive science","score":0.4790195822715759},{"id":"https://openalex.org/keywords/the-symbolic","display_name":"The Symbolic","score":0.43497663736343384},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.106056809425354}],"concepts":[{"id":"https://openalex.org/C8521452","wikidata":"https://www.wikidata.org/wiki/Q203790","display_name":"Connectionism","level":3,"score":0.9431034922599792},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7194704413414001},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6115133762359619},{"id":"https://openalex.org/C58328972","wikidata":"https://www.wikidata.org/wiki/Q184609","display_name":"Expert system","level":2,"score":0.5788748264312744},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.49961423873901367},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.49455997347831726},{"id":"https://openalex.org/C188147891","wikidata":"https://www.wikidata.org/wiki/Q147638","display_name":"Cognitive science","level":1,"score":0.4790195822715759},{"id":"https://openalex.org/C2776095079","wikidata":"https://www.wikidata.org/wiki/Q489538","display_name":"The Symbolic","level":2,"score":0.43497663736343384},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.106056809425354},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C11171543","wikidata":"https://www.wikidata.org/wiki/Q41630","display_name":"Psychoanalysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iisa52424.2021.9555527","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iisa52424.2021.9555527","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 12th International Conference on Information, Intelligence, Systems &amp; Applications (IISA)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.5400000214576721,"display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":38,"referenced_works":["https://openalex.org/W49505012","https://openalex.org/W51781069","https://openalex.org/W1561349414","https://openalex.org/W1572071852","https://openalex.org/W1606286095","https://openalex.org/W1608768459","https://openalex.org/W2003893539","https://openalex.org/W2020647649","https://openalex.org/W2046770040","https://openalex.org/W2096371990","https://openalex.org/W2122410182","https://openalex.org/W2140362372","https://openalex.org/W2145016450","https://openalex.org/W2172139333","https://openalex.org/W2315374101","https://openalex.org/W2495035810","https://openalex.org/W2623293810","https://openalex.org/W2756940441","https://openalex.org/W2769115058","https://openalex.org/W2773194834","https://openalex.org/W2796698500","https://openalex.org/W2917206530","https://openalex.org/W2940939393","https://openalex.org/W2950771684","https://openalex.org/W2951660644","https://openalex.org/W2962698995","https://openalex.org/W2973767442","https://openalex.org/W2990041205","https://openalex.org/W3012198078","https://openalex.org/W3021933602","https://openalex.org/W3047979883","https://openalex.org/W3120740533","https://openalex.org/W3126466833","https://openalex.org/W4211039335","https://openalex.org/W4285719527","https://openalex.org/W4299101042","https://openalex.org/W6602084282","https://openalex.org/W6790122729"],"related_works":["https://openalex.org/W2392139258","https://openalex.org/W615678800","https://openalex.org/W122840862","https://openalex.org/W4205841273","https://openalex.org/W1596913645","https://openalex.org/W113454158","https://openalex.org/W583107845","https://openalex.org/W4205525690","https://openalex.org/W1497673662","https://openalex.org/W2161202473"],"abstract_inverted_index":{"Neuro-symbolic":[0],"approaches":[1],"combine":[2],"neural":[3,44],"and":[4,22,31,45,48],"symbolic":[5,46,53],"methods.":[6],"This":[7],"paper":[8,69],"explores":[9],"aspects":[10,65],"regarding":[11],"the":[12,43,52,61,113,124,128,132],"reasoning":[13,30,101,114,129],"mechanisms":[14],"of":[15,27,38,91,112,123,127],"two":[16],"neuro-symbolic":[17,39],"approaches,":[18],"that":[19,121],"is,":[20],"neurules":[21,78],"connectionist":[23,62,106],"expert":[24,56,107],"systems.":[25],"Both":[26],"them":[28],"provide":[29],"explanation":[32],"facilities.":[33],"Neurules":[34],"are":[35,79,109,116],"a":[36,84],"type":[37],"rules":[40],"tightly":[41],"integrating":[42],"components":[47],"giving":[49],"pre-eminence":[50,59],"to":[51,60],"component.":[54,63],"Connectionist":[55],"systems":[57,108],"give":[58],"The":[64],"explored":[66],"in":[67,86,100,134],"this":[68],"have":[70],"not":[71],"been":[72],"previously":[73],"addressed.":[74],"As":[75,103],"far":[76,104],"as":[77,105],"concerned,":[80,110],"an":[81,98],"aspect":[82],"playing":[83],"role":[85],"conflict":[87],"resolution":[88],"(i.e.,":[89],"order":[90],"neurules)":[92],"is":[93],"explored.":[94,117],"Experimental":[95,118],"results":[96,119],"show":[97,120],"improvement":[99],"efficiency.":[102],"variations":[111],"mechanism":[115,130],"none":[122],"alternative":[125],"versions":[126],"outperforms":[131],"others":[133],"all":[135],"cases.":[136]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
