{"id":"https://openalex.org/W1905220672","doi":"https://doi.org/10.1007/3-540-46016-0_34","title":"On the Stability of Example-Driven Learning Systems: A Case Study in Multirelational Learning","display_name":"On the Stability of Example-Driven Learning Systems: A Case Study in Multirelational Learning","publication_year":2002,"publication_date":"2002-01-01","ids":{"openalex":"https://openalex.org/W1905220672","doi":"https://doi.org/10.1007/3-540-46016-0_34","mag":"1905220672"},"language":"en","primary_location":{"id":"doi:10.1007/3-540-46016-0_34","is_oa":false,"landing_page_url":"https://doi.org/10.1007/3-540-46016-0_34","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","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/A5044078900","display_name":"Lourdes Pe\u00f1a\u2010Castillo","orcid":"https://orcid.org/0000-0002-0643-2547"},"institutions":[{"id":"https://openalex.org/I95793202","display_name":"Otto-von-Guericke University Magdeburg","ror":"https://ror.org/00ggpsq73","country_code":"DE","type":"education","lineage":["https://openalex.org/I95793202"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Lourdes Pe\u00f1a Castillo","raw_affiliation_strings":["Otto-von-Guericke-University Magdeburg, Magdeburg","Otto von Guericke University Magdeburg\u00a0"],"affiliations":[{"raw_affiliation_string":"Otto-von-Guericke-University Magdeburg, Magdeburg","institution_ids":["https://openalex.org/I95793202"]},{"raw_affiliation_string":"Otto von Guericke University Magdeburg\u00a0","institution_ids":["https://openalex.org/I95793202"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5108279292","display_name":"Stefan Wrobel","orcid":null},"institutions":[{"id":"https://openalex.org/I95793202","display_name":"Otto-von-Guericke University Magdeburg","ror":"https://ror.org/00ggpsq73","country_code":"DE","type":"education","lineage":["https://openalex.org/I95793202"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Stefan Wrobel","raw_affiliation_strings":["Otto-von-Guericke-University Magdeburg, Magdeburg","Otto von Guericke University Magdeburg\u00a0"],"affiliations":[{"raw_affiliation_string":"Otto-von-Guericke-University Magdeburg, Magdeburg","institution_ids":["https://openalex.org/I95793202"]},{"raw_affiliation_string":"Otto von Guericke University Magdeburg\u00a0","institution_ids":["https://openalex.org/I95793202"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5044078900"],"corresponding_institution_ids":["https://openalex.org/I95793202"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":0.8487,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.74353569,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"321","last_page":"330"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12072","display_name":"Machine Learning and Algorithms","score":0.9993000030517578,"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/T12072","display_name":"Machine Learning and Algorithms","score":0.9993000030517578,"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9692999720573425,"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/T12002","display_name":"Computability, Logic, AI Algorithms","score":0.9671000242233276,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8093060255050659},{"id":"https://openalex.org/keywords/stability","display_name":"Stability (learning theory)","score":0.7502853870391846},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5351157188415527},{"id":"https://openalex.org/keywords/instability","display_name":"Instability","score":0.4548810124397278},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.4475305676460266},{"id":"https://openalex.org/keywords/online-machine-learning","display_name":"Online machine learning","score":0.41934582591056824},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3991367518901825},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.35423389077186584}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8093060255050659},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.7502853870391846},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5351157188415527},{"id":"https://openalex.org/C207821765","wikidata":"https://www.wikidata.org/wiki/Q405372","display_name":"Instability","level":2,"score":0.4548810124397278},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4475305676460266},{"id":"https://openalex.org/C115903097","wikidata":"https://www.wikidata.org/wiki/Q7094097","display_name":"Online machine learning","level":3,"score":0.41934582591056824},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3991367518901825},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.35423389077186584},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","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/C57879066","wikidata":"https://www.wikidata.org/wiki/Q41217","display_name":"Mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/3-540-46016-0_34","is_oa":false,"landing_page_url":"https://doi.org/10.1007/3-540-46016-0_34","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.18.5510","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.18.5510","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://kd.cs.uni-magdeburg.de/~pena/MICAI02.ps.gz","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W1549485114","https://openalex.org/W1565236324","https://openalex.org/W1568735192","https://openalex.org/W2045373010","https://openalex.org/W2091711673","https://openalex.org/W2119831128","https://openalex.org/W2136000097","https://openalex.org/W2169042011","https://openalex.org/W2484153108","https://openalex.org/W2520858206","https://openalex.org/W2546782466","https://openalex.org/W6633906613","https://openalex.org/W6816437394"],"related_works":["https://openalex.org/W4286799911","https://openalex.org/W2990460313","https://openalex.org/W2339204188","https://openalex.org/W3101157325","https://openalex.org/W3033485676","https://openalex.org/W3159631642","https://openalex.org/W3210156800","https://openalex.org/W4362673197","https://openalex.org/W4321844043","https://openalex.org/W2969890106"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
