{"id":"https://openalex.org/W2076362080","doi":"https://doi.org/10.1109/scis-isis.2012.6505338","title":"Satisficing vs exploring when learning a constrained environment","display_name":"Satisficing vs exploring when learning a constrained environment","publication_year":2012,"publication_date":"2012-11-01","ids":{"openalex":"https://openalex.org/W2076362080","doi":"https://doi.org/10.1109/scis-isis.2012.6505338","mag":"2076362080"},"language":"en","primary_location":{"id":"doi:10.1109/scis-isis.2012.6505338","is_oa":false,"landing_page_url":"https://doi.org/10.1109/scis-isis.2012.6505338","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The 6th International Conference on Soft Computing and Intelligent Systems, and The 13th International Symposium on Advanced Intelligence Systems","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/A5065157776","display_name":"Stephen Shervais","orcid":null},"institutions":[{"id":"https://openalex.org/I159107703","display_name":"Eastern Washington University","ror":"https://ror.org/002g57a93","country_code":"US","type":"education","lineage":["https://openalex.org/I159107703"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Stephen Shervais","raw_affiliation_strings":["College of Business and Public Administration, Eastern Washington University, Cheney, WA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Business and Public Administration, Eastern Washington University, Cheney, WA, USA","institution_ids":["https://openalex.org/I159107703"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044905313","display_name":"T.T. Shannon","orcid":"https://orcid.org/0000-0002-1095-4110"},"institutions":[{"id":"https://openalex.org/I126345244","display_name":"Portland State University","ror":"https://ror.org/00yn2fy02","country_code":"US","type":"education","lineage":["https://openalex.org/I126345244"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Thaddeus T. Shannon","raw_affiliation_strings":["Systems Science Program, Portland State University, Portland, OR, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Systems Science Program, Portland State University, Portland, OR, USA","institution_ids":["https://openalex.org/I126345244"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.21872187,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"13","issue":null,"first_page":"2088","last_page":"2091"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11182","display_name":"Auction Theory and Applications","score":0.9979000091552734,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11182","display_name":"Auction Theory and Applications","score":0.9979000091552734,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.977400004863739,"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/T11031","display_name":"Game Theory and Applications","score":0.9663000106811523,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/satisficing","display_name":"Satisficing","score":0.9957541227340698},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6467570066452026},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.6461275219917297},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.5093601942062378},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4841528534889221},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.20266374945640564}],"concepts":[{"id":"https://openalex.org/C94822996","wikidata":"https://www.wikidata.org/wiki/Q1777902","display_name":"Satisficing","level":2,"score":0.9957541227340698},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6467570066452026},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.6461275219917297},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5093601942062378},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4841528534889221},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.20266374945640564},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/scis-isis.2012.6505338","is_oa":false,"landing_page_url":"https://doi.org/10.1109/scis-isis.2012.6505338","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The 6th International Conference on Soft Computing and Intelligent Systems, and The 13th International Symposium on Advanced Intelligence Systems","raw_type":"proceedings-article"}],"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/W32403112","https://openalex.org/W1970171484","https://openalex.org/W1989388297","https://openalex.org/W2031685620","https://openalex.org/W2048648381","https://openalex.org/W2091565802","https://openalex.org/W2117316169","https://openalex.org/W2126291936","https://openalex.org/W2166373025","https://openalex.org/W2773526651","https://openalex.org/W3152237007","https://openalex.org/W4236306171","https://openalex.org/W4238399542"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W3118038935","https://openalex.org/W2486197377","https://openalex.org/W2672066981","https://openalex.org/W96070519","https://openalex.org/W2025499279","https://openalex.org/W1532912413","https://openalex.org/W2317795096","https://openalex.org/W112887937"],"abstract_inverted_index":{"Satisficing":[0],"is":[1],"an":[2],"efficient":[3],"strategy":[4],"for":[5,26,30,39],"applying":[6],"existing":[7],"knowledge":[8],"in":[9,57],"a":[10,16,23],"complex,":[11],"constrained,":[12],"environment.":[13],"We":[14],"present":[15],"set":[17],"of":[18,59,62],"agent-based":[19],"simulations":[20],"that":[21],"demonstrate":[22],"higher":[24],"payoff":[25],"satisficing":[27,48],"strategies":[28,32],"than":[29],"exploring":[31,51],"when":[33],"using":[34],"approximate":[35],"dynamic":[36],"programming":[37],"methods":[38],"learning":[40,46],"complex":[41],"environments.":[42],"In":[43],"our":[44],"constrained":[45],"environment,":[47],"agents":[49],"outperformed":[50],"agent":[52],"by":[53],"approximately":[54],"six":[55],"percent,":[56],"terms":[58],"the":[60],"number":[61],"tasks":[63],"completed.":[64]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}