{"id":"https://openalex.org/W2008886","doi":null,"title":"Systematic Experimentation with Deductive Learning: Satisficing vs. Optimizing search","display_name":"Systematic Experimentation with Deductive Learning: Satisficing vs. Optimizing search","publication_year":2004,"publication_date":"2004-01-01","ids":{"openalex":"https://openalex.org/W2008886","mag":"2008886"},"language":"en","primary_location":{"id":"pmh:oai:CiteSeerX.psu:10.1.1.51.2323","doi":null,"is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.51.2323","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.cs.technion.ac.il/~shaulm/papers/mlc92.ps.gz","raw_type":"text"},"volume":null,"type":"article","is_traditional":true,"indexed_in":[],"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/A5088024319","display_name":"Shaul Markovitch","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I174306211","display_name":"Technion \u2013 Israel Institute of Technology","ror":"https://ror.org/03qryx823","country_code":"IL","type":"education","lineage":["https://openalex.org/I174306211"]}],"countries":["IL"],"is_corresponding":true,"raw_author_name":"Shaul Markovitch","raw_affiliation_strings":["TECHNION-Israel Institute of Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"TECHNION-Israel Institute of Technology","institution_ids":["https://openalex.org/I174306211"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5088024319"],"corresponding_institution_ids":["https://openalex.org/I174306211"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.00053053,"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/T10906","display_name":"AI-based Problem Solving and Planning","score":0.9932000041007996,"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/T10906","display_name":"AI-based Problem Solving and Planning","score":0.9932000041007996,"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/T11010","display_name":"Logic, Reasoning, and Knowledge","score":0.0026000000070780516,"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/T11596","display_name":"Constraint Satisfaction and Optimization","score":0.001500000013038516,"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/deductive-learning","display_name":"deductive learning","score":0.996999979019165},{"id":"https://openalex.org/keywords/search-strategies","display_name":"search strategies","score":0.7139999866485596},{"id":"https://openalex.org/keywords/problem-solving","display_name":"problem solving","score":0.7319999933242798},{"id":"https://openalex.org/keywords/offline-learning","display_name":"offline learning","score":0.871999979019165},{"id":"https://openalex.org/keywords/learning-system-architecture","display_name":"learning system architecture","score":0.5049999952316284},{"id":"https://openalex.org/keywords/expert-systems","display_name":"expert systems","score":0.47999998927116394}],"concepts":[{"id":"https://openalex.org/C94822996","wikidata":"https://www.wikidata.org/wiki/Q1777902","display_name":"Satisficing","level":2,"score":0.9270282983779907},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6078580021858215},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5506670475006104},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5326926708221436},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4992375373840332},{"id":"https://openalex.org/C97364631","wikidata":"https://www.wikidata.org/wiki/Q484284","display_name":"Deductive reasoning","level":2,"score":0.4856618642807007},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.46130993962287903},{"id":"https://openalex.org/C77967617","wikidata":"https://www.wikidata.org/wiki/Q4677561","display_name":"Active learning (machine learning)","level":2,"score":0.4259559214115143},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.09149688482284546},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:CiteSeerX.psu:10.1.1.51.2323","doi":null,"is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.51.2323","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.cs.technion.ac.il/~shaulm/papers/mlc92.ps.gz","raw_type":"text"},{"id":"mag:2008886","doi":null,"is_oa":false,"landing_page_url":"https://www.researchgate.net/profile/Shaul_Markovitch/publication/2742220_Systematic_Experimentation_with_Deductive_Learning_Satisficing_vs._Optimizing_search/links/54c508220cf256ed5a983b19.pdf","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W89818670","https://openalex.org/W191810397","https://openalex.org/W1527376026","https://openalex.org/W1592282508","https://openalex.org/W1949834515","https://openalex.org/W1966028617","https://openalex.org/W2001729196","https://openalex.org/W2041683889","https://openalex.org/W2079810050","https://openalex.org/W2400138769","https://openalex.org/W3021035068"],"related_works":["https://openalex.org/W2166074075","https://openalex.org/W1527376026","https://openalex.org/W7095909261","https://openalex.org/W7096002107","https://openalex.org/W89818670","https://openalex.org/W2052056645","https://openalex.org/W2912996760","https://openalex.org/W1600811494","https://openalex.org/W7095602436","https://openalex.org/W2097980248"],"abstract_inverted_index":{"Most":[0],"of":[1,8,15,47,65,87,96,152],"the":[2,6,16,34,45,48,63,74,85,94,102,137,147,150,153],"research":[3],"conducted":[4],"in":[5,33,62,107,117,142],"area":[7],"deductive":[9,66,97],"learning":[10,83,88,98,127,138],"is":[11,39,99,105,129],"experimental.":[12],"However,":[13],"many":[14,28],"experiments":[17,61],"reported":[18],"are":[19,27,31],"far":[20],"from":[21],"being":[22],"systematic":[23,60],"and":[24,37,81,149],"thorough.":[25],"There":[26],"parameters":[29],"that":[30,93,124],"embedded":[32],"system's":[35],"architecture":[36],"it":[38,128],"not":[40],"clear":[41],"how":[42,73],"they":[43],"effect":[44],"utility":[46,86,95],"learned":[49,103],"knowledge.":[50],"In":[51],"this":[52,143],"paper":[53],"we":[54],"describe":[55],"an":[56],"attempt":[57],"to":[58,132],"perform":[59],"domain":[64],"learning.":[67],"The":[68],"part":[69],"described":[70],"here":[71],"explores":[72],"search":[75,109,135],"strategy":[76],"employed":[77],"during":[78,82,111,136],"problem":[79,112,154],"solving":[80],"effects":[84],"process.":[89,139],"It":[90,120],"was":[91,121],"concluded":[92,123],"negative":[100],"when":[101],"knowledge":[104],"applied":[106],"optimizing":[108,134],"procedure":[110],"solving,":[113],"but":[114],"becomes":[115],"positive":[116],"satisficing":[118],"search.":[119],"also":[122],"for":[125],"off-line":[126],"more":[130],"beneficial":[131],"use":[133],"Knowledge":[140],"acquired":[141],"method":[144],"improves":[145],"both":[146],"efficiency":[148],"quality":[151],"sol...":[155]},"counts_by_year":[],"updated_date":"2026-10-12T09:40:04.860316","created_date":"2016-06-24T00:00:00"}
