{"id":"https://openalex.org/W90968195","doi":"https://doi.org/10.1007/978-3-662-45489-3_6","title":"Markov Reward Models and Markov Decision Processes in Discrete and Continuous Time: Performance Evaluation and Optimization","display_name":"Markov Reward Models and Markov Decision Processes in Discrete and Continuous Time: Performance Evaluation and Optimization","publication_year":2014,"publication_date":"2014-01-01","ids":{"openalex":"https://openalex.org/W90968195","doi":"https://doi.org/10.1007/978-3-662-45489-3_6","mag":"90968195"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-662-45489-3_6","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-662-45489-3_6","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/A5033201290","display_name":"Alexander Gouberman","orcid":"https://orcid.org/0000-0002-0015-7521"},"institutions":[{"id":"https://openalex.org/I40527276","display_name":"Universit\u00e4t der Bundeswehr M\u00fcnchen","ror":"https://ror.org/05kkv3f82","country_code":"DE","type":"education","lineage":["https://openalex.org/I1315109972","https://openalex.org/I40527276","https://openalex.org/I4387152969"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Alexander Gouberman","raw_affiliation_strings":["Department of Computer Science, Universit\u00e4t der Bundeswehr, M\u00fcnchen, Germany","Department of Computer Science, Universit\u00e4t der Bundeswehr M\u00fcnchen, Germany"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Universit\u00e4t der Bundeswehr, M\u00fcnchen, Germany","institution_ids":["https://openalex.org/I40527276"]},{"raw_affiliation_string":"Department of Computer Science, Universit\u00e4t der Bundeswehr M\u00fcnchen, Germany","institution_ids":["https://openalex.org/I40527276"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048017742","display_name":"Markus Siegle","orcid":"https://orcid.org/0000-0001-7639-2280"},"institutions":[{"id":"https://openalex.org/I40527276","display_name":"Universit\u00e4t der Bundeswehr M\u00fcnchen","ror":"https://ror.org/05kkv3f82","country_code":"DE","type":"education","lineage":["https://openalex.org/I1315109972","https://openalex.org/I40527276","https://openalex.org/I4387152969"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Markus Siegle","raw_affiliation_strings":["Department of Computer Science, Universit\u00e4t der Bundeswehr, M\u00fcnchen, Germany","Department of Computer Science, Universit\u00e4t der Bundeswehr M\u00fcnchen, Germany"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Universit\u00e4t der Bundeswehr, M\u00fcnchen, Germany","institution_ids":["https://openalex.org/I40527276"]},{"raw_affiliation_string":"Department of Computer Science, Universit\u00e4t der Bundeswehr M\u00fcnchen, Germany","institution_ids":["https://openalex.org/I40527276"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5033201290"],"corresponding_institution_ids":["https://openalex.org/I40527276"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":0.392,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.57219251,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"156","last_page":"241"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12423","display_name":"Software Reliability and Analysis Research","score":0.9952999949455261,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/T12423","display_name":"Software Reliability and Analysis Research","score":0.9952999949455261,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/T10780","display_name":"Reliability and Maintenance Optimization","score":0.9929999709129333,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10639","display_name":"Advanced Software Engineering Methodologies","score":0.9923999905586243,"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/computer-science","display_name":"Computer science","score":0.7831020951271057},{"id":"https://openalex.org/keywords/markov-chain","display_name":"Markov chain","score":0.7334383726119995},{"id":"https://openalex.org/keywords/markov-decision-process","display_name":"Markov decision process","score":0.7060340642929077},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.5774834752082825},{"id":"https://openalex.org/keywords/markov-process","display_name":"Markov process","score":0.5482611060142517},{"id":"https://openalex.org/keywords/partially-observable-markov-decision-process","display_name":"Partially observable Markov decision process","score":0.48318424820899963},{"id":"https://openalex.org/keywords/dynamic-programming","display_name":"Dynamic programming","score":0.4752247631549835},{"id":"https://openalex.org/keywords/discrete-time-and-continuous-time","display_name":"Discrete time and continuous time","score":0.467059463262558},{"id":"https://openalex.org/keywords/formalism","display_name":"Formalism (music)","score":0.4657279849052429},{"id":"https://openalex.org/keywords/markov-model","display_name":"Markov model","score":0.45710524916648865},{"id":"https://openalex.org/keywords/bellman-equation","display_name":"Bellman equation","score":0.41005200147628784},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.29485106468200684},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.1756705939769745},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.16104930639266968}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7831020951271057},{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.7334383726119995},{"id":"https://openalex.org/C106189395","wikidata":"https://www.wikidata.org/wiki/Q176789","display_name":"Markov decision process","level":3,"score":0.7060340642929077},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5774834752082825},{"id":"https://openalex.org/C159886148","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov process","level":2,"score":0.5482611060142517},{"id":"https://openalex.org/C17098449","wikidata":"https://www.wikidata.org/wiki/Q176814","display_name":"Partially observable Markov decision process","level":4,"score":0.48318424820899963},{"id":"https://openalex.org/C37404715","wikidata":"https://www.wikidata.org/wiki/Q380679","display_name":"Dynamic programming","level":2,"score":0.4752247631549835},{"id":"https://openalex.org/C55689738","wikidata":"https://www.wikidata.org/wiki/Q15963867","display_name":"Discrete time and continuous time","level":2,"score":0.467059463262558},{"id":"https://openalex.org/C73301696","wikidata":"https://www.wikidata.org/wiki/Q5469984","display_name":"Formalism (music)","level":3,"score":0.4657279849052429},{"id":"https://openalex.org/C163836022","wikidata":"https://www.wikidata.org/wiki/Q6771326","display_name":"Markov model","level":3,"score":0.45710524916648865},{"id":"https://openalex.org/C14646407","wikidata":"https://www.wikidata.org/wiki/Q1430750","display_name":"Bellman equation","level":2,"score":0.41005200147628784},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.29485106468200684},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.1756705939769745},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.16104930639266968},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","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/C558565934","wikidata":"https://www.wikidata.org/wiki/Q2743","display_name":"Musical","level":2,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-662-45489-3_6","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-662-45489-3_6","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"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.9100000262260437,"display_name":"Affordable and clean energy"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":54,"referenced_works":["https://openalex.org/W4571507","https://openalex.org/W58990062","https://openalex.org/W100327610","https://openalex.org/W141373173","https://openalex.org/W163688550","https://openalex.org/W190675879","https://openalex.org/W368265031","https://openalex.org/W434069379","https://openalex.org/W628582992","https://openalex.org/W1061340565","https://openalex.org/W1487627902","https://openalex.org/W1515235931","https://openalex.org/W1515851193","https://openalex.org/W1518931405","https://openalex.org/W1523654866","https://openalex.org/W1576452626","https://openalex.org/W1584456573","https://openalex.org/W1601081659","https://openalex.org/W1608325120","https://openalex.org/W1941445455","https://openalex.org/W1949189160","https://openalex.org/W1978942630","https://openalex.org/W2007018477","https://openalex.org/W2022585556","https://openalex.org/W2027923657","https://openalex.org/W2028145673","https://openalex.org/W2049229863","https://openalex.org/W2055959255","https://openalex.org/W2072054128","https://openalex.org/W2081287319","https://openalex.org/W2082442678","https://openalex.org/W2098432798","https://openalex.org/W2098614265","https://openalex.org/W2106219446","https://openalex.org/W2116982675","https://openalex.org/W2119567691","https://openalex.org/W2121863487","https://openalex.org/W2125569171","https://openalex.org/W2126940339","https://openalex.org/W2138584505","https://openalex.org/W2141881497","https://openalex.org/W2161795906","https://openalex.org/W2334782222","https://openalex.org/W2341171179","https://openalex.org/W2477621253","https://openalex.org/W2487144912","https://openalex.org/W2583772480","https://openalex.org/W2624930298","https://openalex.org/W2653646069","https://openalex.org/W4210976136","https://openalex.org/W4212922449","https://openalex.org/W4214717370","https://openalex.org/W4237655005","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W2117282672","https://openalex.org/W2156992384","https://openalex.org/W2245453086","https://openalex.org/W4205872880","https://openalex.org/W4285429136","https://openalex.org/W2026691440","https://openalex.org/W2095807485","https://openalex.org/W1568770747","https://openalex.org/W2043719998","https://openalex.org/W2016588739"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2023,"cited_by_count":3},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":2},{"year":2016,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
