{"id":"https://openalex.org/W1967293845","doi":"https://doi.org/10.1109/ukci.2013.6651295","title":"Maximal-margin case-based inference","display_name":"Maximal-margin case-based inference","publication_year":2013,"publication_date":"2013-09-01","ids":{"openalex":"https://openalex.org/W1967293845","doi":"https://doi.org/10.1109/ukci.2013.6651295","mag":"1967293845"},"language":"en","primary_location":{"id":"doi:10.1109/ukci.2013.6651295","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ukci.2013.6651295","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 13th UK Workshop on Computational Intelligence (UKCI)","raw_type":"proceedings-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/A5027567103","display_name":"Martin Anthony","orcid":"https://orcid.org/0000-0002-7796-6044"},"institutions":[{"id":"https://openalex.org/I909854389","display_name":"London School of Economics and Political Science","ror":"https://ror.org/0090zs177","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I909854389"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Martin Anthony","raw_affiliation_strings":["Department of Mathematics, London School of Economics, London, UK","Dept. of Math., London Sch. of Econ., London, UK"],"affiliations":[{"raw_affiliation_string":"Department of Mathematics, London School of Economics, London, UK","institution_ids":["https://openalex.org/I909854389"]},{"raw_affiliation_string":"Dept. of Math., London Sch. of Econ., London, UK","institution_ids":["https://openalex.org/I909854389"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019247538","display_name":"Joel Ratsaby","orcid":"https://orcid.org/0000-0002-0654-9550"},"institutions":[{"id":"https://openalex.org/I52170813","display_name":"Ariel University","ror":"https://ror.org/03nz8qe97","country_code":"IL","type":"education","lineage":["https://openalex.org/I52170813"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Joel Ratsaby","raw_affiliation_strings":["Electrical and Electronics Engineering Department, Ariel University of Samaria, Ariel, Israel","Electr. & Electron. Eng. Dept., Ariel Univ. of Samaria, Ariel, Israel"],"affiliations":[{"raw_affiliation_string":"Electrical and Electronics Engineering Department, Ariel University of Samaria, Ariel, Israel","institution_ids":["https://openalex.org/I52170813"]},{"raw_affiliation_string":"Electr. & Electron. Eng. Dept., Ariel Univ. of Samaria, Ariel, Israel","institution_ids":["https://openalex.org/I52170813"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5027567103"],"corresponding_institution_ids":["https://openalex.org/I909854389"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.05992112,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"112","last_page":"119"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12072","display_name":"Machine Learning and Algorithms","score":0.9987999796867371,"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":0.9987999796867371,"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":0.9987000226974487,"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/T11303","display_name":"Bayesian Modeling and Causal Inference","score":0.9957000017166138,"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/margin","display_name":"Margin (machine learning)","score":0.737679123878479},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.7230685353279114},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.7008838057518005},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6831774115562439},{"id":"https://openalex.org/keywords/heuristic","display_name":"Heuristic","score":0.6107622981071472},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5938160419464111},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5508466362953186},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5060622096061707},{"id":"https://openalex.org/keywords/generalization-error","display_name":"Generalization error","score":0.5033814311027527},{"id":"https://openalex.org/keywords/case-based-reasoning","display_name":"Case-based reasoning","score":0.49491971731185913},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.4683759808540344},{"id":"https://openalex.org/keywords/probably-approximately-correct-learning","display_name":"Probably approximately correct learning","score":0.45184800028800964},{"id":"https://openalex.org/keywords/basis","display_name":"Basis (linear algebra)","score":0.4154740571975708},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2269642949104309},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.11375796794891357}],"concepts":[{"id":"https://openalex.org/C774472","wikidata":"https://www.wikidata.org/wiki/Q6760393","display_name":"Margin (machine learning)","level":2,"score":0.737679123878479},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.7230685353279114},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.7008838057518005},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6831774115562439},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.6107622981071472},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5938160419464111},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5508466362953186},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5060622096061707},{"id":"https://openalex.org/C117765406","wikidata":"https://www.wikidata.org/wiki/Q5362437","display_name":"Generalization error","level":3,"score":0.5033814311027527},{"id":"https://openalex.org/C20162079","wikidata":"https://www.wikidata.org/wiki/Q1151406","display_name":"Case-based reasoning","level":2,"score":0.49491971731185913},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.4683759808540344},{"id":"https://openalex.org/C176248197","wikidata":"https://www.wikidata.org/wiki/Q458526","display_name":"Probably approximately correct learning","level":4,"score":0.45184800028800964},{"id":"https://openalex.org/C12426560","wikidata":"https://www.wikidata.org/wiki/Q189569","display_name":"Basis (linear algebra)","level":2,"score":0.4154740571975708},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2269642949104309},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.11375796794891357},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","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},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/ukci.2013.6651295","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ukci.2013.6651295","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 13th UK Workshop on Computational Intelligence (UKCI)","raw_type":"proceedings-article"},{"id":"pmh:oai:researchonline.lse.ac.uk:53195","is_oa":false,"landing_page_url":"https://orcid.org/0000-0002-7796-6044>","pdf_url":null,"source":{"id":"https://openalex.org/S4306401593","display_name":"London School of Economics and Political Science Research Online (London School of Economics and Political Science)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I909854389","host_organization_name":"London School of Economics and Political Science","host_organization_lineage":["https://openalex.org/I909854389"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"},{"id":"pmh:oai:eprints.lse.ac.uk:53195","is_oa":false,"landing_page_url":"http://eprints.lse.ac.uk/53195/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401593","display_name":"London School of Economics and Political Science Research Online (London School of Economics and Political Science)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I909854389","host_organization_name":"London School of Economics and Political Science","host_organization_lineage":["https://openalex.org/I909854389"],"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":"PeerReviewed"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W99217491","https://openalex.org/W1481933820","https://openalex.org/W1542886316","https://openalex.org/W1601727328","https://openalex.org/W1677593132","https://openalex.org/W1992419399","https://openalex.org/W1996807175","https://openalex.org/W2011316522","https://openalex.org/W2035868960","https://openalex.org/W2103288465","https://openalex.org/W2122052270","https://openalex.org/W2124177747","https://openalex.org/W2125295433","https://openalex.org/W2131319366","https://openalex.org/W2144653551","https://openalex.org/W2157054705","https://openalex.org/W2799061466","https://openalex.org/W4244494905","https://openalex.org/W4249716558","https://openalex.org/W4249774010","https://openalex.org/W6637444905"],"related_works":["https://openalex.org/W2099984737","https://openalex.org/W1526833557","https://openalex.org/W3202197190","https://openalex.org/W2109428726","https://openalex.org/W1986636296","https://openalex.org/W2005482365","https://openalex.org/W2381411913","https://openalex.org/W1560379207","https://openalex.org/W2101806650","https://openalex.org/W4305028420"],"abstract_inverted_index":{"The":[0,25],"central":[1],"problem":[2,15],"in":[3,85],"case-based":[4],"reasoning":[5],"(CBR)":[6],"is":[7,30],"to":[8,119],"produce":[9],"a":[10,13,19,46,60,70,96,105,111],"solution":[11],"for":[12,44],"new":[14,97],"instance":[16],"by":[17,66],"using":[18],"set":[20],"of":[21,83,99,114,117],"existing":[22],"problem-solution":[23],"cases.":[24],"basic":[26],"heuristic":[27],"guiding":[28],"CBR":[29,39,73],"the":[31,75],"assumption":[32],"that":[33],"similar":[34,37],"problems":[35],"have":[36],"solutions.":[38],"has":[40,52],"been":[41,55],"often":[42],"criticized":[43],"lacking":[45],"sound":[47],"theoretical":[48,61],"basis,":[49],"and":[50,74],"there":[51],"only":[53],"recently":[54],"some":[56],"attempts":[57],"at":[58],"developing":[59],"framework,":[62],"including":[63],"recent":[64],"work":[65],"Hullermeier,":[67],"who":[68],"made":[69],"link":[71],"between":[72],"probably":[76],"approximately":[77],"correct":[78],"(or":[79],"PAC)":[80],"probabilistic":[81],"model":[82],"learning":[84],"his":[86],"`case-based":[87],"inference'":[88],"(CBI)":[89],"formulation.":[90],"In":[91],"this":[92],"paper":[93],"we":[94],"present":[95],"framework":[98],"CBI":[100],"which":[101],"models":[102],"it":[103],"as":[104],"multi-category":[106],"classification":[107,118],"problem.":[108],"We":[109],"use":[110],"recently-developed":[112],"notion":[113],"geometric":[115],"margin":[116],"obtain":[120],"generalization":[121],"error":[122],"bounds.":[123]},"counts_by_year":[],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
