{"id":"https://openalex.org/W1996326480","doi":"https://doi.org/10.1109/tsmc.1971.5408604","title":"Markov Decisions on a Partitioned State Space","display_name":"Markov Decisions on a Partitioned State Space","publication_year":1971,"publication_date":"1971-01-01","ids":{"openalex":"https://openalex.org/W1996326480","doi":"https://doi.org/10.1109/tsmc.1971.5408604","mag":"1996326480"},"language":"en","primary_location":{"id":"doi:10.1109/tsmc.1971.5408604","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsmc.1971.5408604","pdf_url":null,"source":{"id":"https://openalex.org/S76152103","display_name":"IEEE Transactions on Systems Man and Cybernetics","issn_l":"0018-9472","issn":["0018-9472","2168-2909"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Systems, Man, and Cybernetics","raw_type":"journal-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/A5100839012","display_name":"J. L. Smith","orcid":null},"institutions":[{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"government","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I4210101388","display_name":"Health Sciences and Nutrition","ror":"https://ror.org/0152bt112","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4210101388","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"John L. Smith","raw_affiliation_strings":["Division of Computing Research, Commonwealth Scientific and Industrial Research Organisation, Canberra, Australia","Division of Computing Research, Commonwealth Scientific and Industrial Research Organization, Canberra, Australian Capital Territory, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Computing Research, Commonwealth Scientific and Industrial Research Organisation, Canberra, Australia","institution_ids":["https://openalex.org/I1292875679"]},{"raw_affiliation_string":"Division of Computing Research, Commonwealth Scientific and Industrial Research Organization, Canberra, Australian Capital Territory, Australia","institution_ids":["https://openalex.org/I4210101388"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5100839012"],"corresponding_institution_ids":["https://openalex.org/I1292875679","https://openalex.org/I4210101388"],"apc_list":null,"apc_paid":null,"fwci":4.895,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.94168603,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"SMC-1","issue":"1","first_page":"55","last_page":"60"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12072","display_name":"Machine Learning and Algorithms","score":0.9660000205039978,"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":0.9660000205039978,"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/T10462","display_name":"Reinforcement Learning in Robotics","score":0.9599000215530396,"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/T10791","display_name":"Advanced Control Systems Optimization","score":0.9574999809265137,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/markov-decision-process","display_name":"Markov decision process","score":0.8578042984008789},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.7240753173828125},{"id":"https://openalex.org/keywords/constraint","display_name":"Constraint (computer-aided design)","score":0.7144813537597656},{"id":"https://openalex.org/keywords/state-space","display_name":"State space","score":0.6671891808509827},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.6220210790634155},{"id":"https://openalex.org/keywords/markov-process","display_name":"Markov process","score":0.5681200623512268},{"id":"https://openalex.org/keywords/reduction","display_name":"Reduction (mathematics)","score":0.5261998772621155},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5125243663787842},{"id":"https://openalex.org/keywords/markov-chain","display_name":"Markov chain","score":0.5123001337051392},{"id":"https://openalex.org/keywords/partially-observable-markov-decision-process","display_name":"Partially observable Markov decision process","score":0.5041743516921997},{"id":"https://openalex.org/keywords/space","display_name":"Space (punctuation)","score":0.4788672626018524},{"id":"https://openalex.org/keywords/state","display_name":"State (computer science)","score":0.47354239225387573},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4328470528125763},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.4062446355819702},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.2942688465118408},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.12959623336791992},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.05335083603858948}],"concepts":[{"id":"https://openalex.org/C106189395","wikidata":"https://www.wikidata.org/wiki/Q176789","display_name":"Markov decision process","level":3,"score":0.8578042984008789},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.7240753173828125},{"id":"https://openalex.org/C2776036281","wikidata":"https://www.wikidata.org/wiki/Q48769818","display_name":"Constraint (computer-aided design)","level":2,"score":0.7144813537597656},{"id":"https://openalex.org/C72434380","wikidata":"https://www.wikidata.org/wiki/Q230930","display_name":"State space","level":2,"score":0.6671891808509827},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.6220210790634155},{"id":"https://openalex.org/C159886148","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov process","level":2,"score":0.5681200623512268},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.5261998772621155},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5125243663787842},{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.5123001337051392},{"id":"https://openalex.org/C17098449","wikidata":"https://www.wikidata.org/wiki/Q176814","display_name":"Partially observable Markov decision process","level":4,"score":0.5041743516921997},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.4788672626018524},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.47354239225387573},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4328470528125763},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.4062446355819702},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2942688465118408},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.12959623336791992},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.05335083603858948},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"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":1,"locations":[{"id":"doi:10.1109/tsmc.1971.5408604","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsmc.1971.5408604","pdf_url":null,"source":{"id":"https://openalex.org/S76152103","display_name":"IEEE Transactions on Systems Man and Cybernetics","issn_l":"0018-9472","issn":["0018-9472","2168-2909"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Systems, Man, and Cybernetics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.7599999904632568,"display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":7,"referenced_works":["https://openalex.org/W2139301602","https://openalex.org/W2321292752","https://openalex.org/W2972306493","https://openalex.org/W3022136271","https://openalex.org/W3147054326","https://openalex.org/W4387838179","https://openalex.org/W4387841758"],"related_works":["https://openalex.org/W2096013579","https://openalex.org/W52153049","https://openalex.org/W1760611253","https://openalex.org/W1589140671","https://openalex.org/W2951545791","https://openalex.org/W1515117609","https://openalex.org/W2294884454","https://openalex.org/W4323315247","https://openalex.org/W3169161914","https://openalex.org/W4321379664"],"abstract_inverted_index":{"An":[0],"important":[1],"practical":[2],"constraint":[3],"on":[4,21],"admissible":[5],"control":[6],"policies":[7,61],"is":[8,31],"defined":[9],"for":[10,53],"the":[11,22,35,44],"Markov":[12],"decision":[13],"process.":[14],"The":[15],"framework":[16],"of":[17,27,59],"an":[18],"algorithm":[19],"based":[20],"infinite":[23],"return":[24],"optimization":[25],"algorithms":[26],"Howard":[28],"and":[29,56],"Jewell":[30],"suggested":[32],"to":[33,43],"compute":[34],"optimal":[36,45],"policy":[37,46],"under":[38],"this":[39],"constraint.":[40],"Iterative":[41],"convergence":[42],"cannot":[47],"be":[48],"guaranteed,":[49],"but":[50],"techniques":[51],"proposed":[52],"state-space":[54],"reduction":[55],"rapid":[57],"resolution":[58],"undetermined":[60],"should":[62],"render":[63],"many":[64],"problems":[65],"tractable.":[66]},"counts_by_year":[{"year":2015,"cited_by_count":1},{"year":2012,"cited_by_count":1}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
