{"id":"https://openalex.org/W4406715843","doi":"https://doi.org/10.1007/978-3-031-82703-7_5","title":"1\u20132\u20133\u2013Go! Policy Synthesis for\u00a0Parameterized Markov Decision Processes via\u00a0Decision-Tree Learning and\u00a0Generalization","display_name":"1\u20132\u20133\u2013Go! Policy Synthesis for\u00a0Parameterized Markov Decision Processes via\u00a0Decision-Tree Learning and\u00a0Generalization","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4406715843","doi":"https://doi.org/10.1007/978-3-031-82703-7_5"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-82703-7_5","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-82703-7_5","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/A5101363071","display_name":"Muqsit Azeem","orcid":null},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Muqsit Azeem","raw_affiliation_strings":["Technical University of Munich, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101478596","display_name":"Debraj Chakraborty","orcid":"https://orcid.org/0000-0003-0978-4457"},"institutions":[{"id":"https://openalex.org/I21449261","display_name":"Masaryk University","ror":"https://ror.org/02j46qs45","country_code":"CZ","type":"education","lineage":["https://openalex.org/I21449261"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Debraj Chakraborty","raw_affiliation_strings":["Masaryk University, Brno, Czech Republic"],"affiliations":[{"raw_affiliation_string":"Masaryk University, Brno, Czech Republic","institution_ids":["https://openalex.org/I21449261"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5098724185","display_name":"Sudeep Kanav","orcid":null},"institutions":[{"id":"https://openalex.org/I21449261","display_name":"Masaryk University","ror":"https://ror.org/02j46qs45","country_code":"CZ","type":"education","lineage":["https://openalex.org/I21449261"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Sudeep Kanav","raw_affiliation_strings":["Masaryk University, Brno, Czech Republic"],"affiliations":[{"raw_affiliation_string":"Masaryk University, Brno, Czech Republic","institution_ids":["https://openalex.org/I21449261"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074485601","display_name":"Jan K\u0159et\u00ednsk\u00fd","orcid":"https://orcid.org/0000-0002-8122-2881"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]},{"id":"https://openalex.org/I21449261","display_name":"Masaryk University","ror":"https://ror.org/02j46qs45","country_code":"CZ","type":"education","lineage":["https://openalex.org/I21449261"]}],"countries":["CZ","DE"],"is_corresponding":false,"raw_author_name":"Jan K\u0159et\u00ednsk\u00fd","raw_affiliation_strings":["Masaryk University, Brno, Czech Republic","Technical University of Munich, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"Masaryk University, Brno, Czech Republic","institution_ids":["https://openalex.org/I21449261"]},{"raw_affiliation_string":"Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001279290","display_name":"Mohammadsadegh Mohagheghi","orcid":"https://orcid.org/0000-0001-8059-3691"},"institutions":[{"id":"https://openalex.org/I3020488725","display_name":"Vali Asr University of Rafsanjan","ror":"https://ror.org/056xnk046","country_code":"IR","type":"education","lineage":["https://openalex.org/I3020488725"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Mohammadsadegh Mohagheghi","raw_affiliation_strings":["Vali-e-Asr University of Rafsanjan, Rafsanjan, Iran"],"affiliations":[{"raw_affiliation_string":"Vali-e-Asr University of Rafsanjan, Rafsanjan, Iran","institution_ids":["https://openalex.org/I3020488725"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000857750","display_name":"Stefanie Mohr","orcid":"https://orcid.org/0000-0002-8630-3218"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Stefanie Mohr","raw_affiliation_strings":["Technical University of Munich, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5042375584","display_name":"Maximilian Weininger","orcid":"https://orcid.org/0000-0002-0163-2152"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]},{"id":"https://openalex.org/I157556583","display_name":"Institute of Science and Technology Austria","ror":"https://ror.org/03gnh5541","country_code":"AT","type":"education","lineage":["https://openalex.org/I157556583"]}],"countries":["AT","DE"],"is_corresponding":false,"raw_author_name":"Maximilian Weininger","raw_affiliation_strings":["Institute of Science and Technology Austria, Vienna, Austria","Technical University of Munich, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"Institute of Science and Technology Austria, Vienna, Austria","institution_ids":["https://openalex.org/I157556583"]},{"raw_affiliation_string":"Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5101363071"],"corresponding_institution_ids":["https://openalex.org/I62916508"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":7.0285,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.92084489,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"97","last_page":"120"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10142","display_name":"Formal Methods in Verification","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T10142","display_name":"Formal Methods in Verification","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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":0.9927999973297119,"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/T12072","display_name":"Machine Learning and Algorithms","score":0.9926000237464905,"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":0.8290960192680359},{"id":"https://openalex.org/keywords/parameterized-complexity","display_name":"Parameterized complexity","score":0.7882137298583984},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.6947617530822754},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.6941162347793579},{"id":"https://openalex.org/keywords/markov-decision-process","display_name":"Markov decision process","score":0.6604737639427185},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5084692239761353},{"id":"https://openalex.org/keywords/markov-chain","display_name":"Markov chain","score":0.4351730942726135},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4275745749473572},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3901849091053009},{"id":"https://openalex.org/keywords/markov-process","display_name":"Markov process","score":0.3131616711616516},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.250189870595932},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11603724956512451}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8290960192680359},{"id":"https://openalex.org/C165464430","wikidata":"https://www.wikidata.org/wiki/Q1570441","display_name":"Parameterized complexity","level":2,"score":0.7882137298583984},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.6947617530822754},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.6941162347793579},{"id":"https://openalex.org/C106189395","wikidata":"https://www.wikidata.org/wiki/Q176789","display_name":"Markov decision process","level":3,"score":0.6604737639427185},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5084692239761353},{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.4351730942726135},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4275745749473572},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3901849091053009},{"id":"https://openalex.org/C159886148","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov process","level":2,"score":0.3131616711616516},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.250189870595932},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11603724956512451},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","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":1,"locations":[{"id":"doi:10.1007/978-3-031-82703-7_5","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-82703-7_5","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":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.5799999833106995}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":43,"referenced_works":["https://openalex.org/W1489725951","https://openalex.org/W1502561786","https://openalex.org/W1554774506","https://openalex.org/W1556387789","https://openalex.org/W1578170176","https://openalex.org/W1603153151","https://openalex.org/W1626822335","https://openalex.org/W1629580170","https://openalex.org/W1686216641","https://openalex.org/W1970074386","https://openalex.org/W1993536119","https://openalex.org/W1995875735","https://openalex.org/W2041053593","https://openalex.org/W2095304972","https://openalex.org/W2104851058","https://openalex.org/W2134991157","https://openalex.org/W2135366134","https://openalex.org/W2169677553","https://openalex.org/W2334782222","https://openalex.org/W2528057901","https://openalex.org/W2610491778","https://openalex.org/W2735021239","https://openalex.org/W2765527199","https://openalex.org/W2787529300","https://openalex.org/W2797945469","https://openalex.org/W2808728085","https://openalex.org/W2889056252","https://openalex.org/W2895196950","https://openalex.org/W2932972683","https://openalex.org/W2939574732","https://openalex.org/W2943876157","https://openalex.org/W2965290738","https://openalex.org/W2974528425","https://openalex.org/W2982692669","https://openalex.org/W3005679258","https://openalex.org/W3035170447","https://openalex.org/W3100227903","https://openalex.org/W3124166961","https://openalex.org/W3147373052","https://openalex.org/W3179132544","https://openalex.org/W3200991247","https://openalex.org/W6635273825","https://openalex.org/W6816955024"],"related_works":["https://openalex.org/W2049472152","https://openalex.org/W2379651310","https://openalex.org/W2113019827","https://openalex.org/W1541249122","https://openalex.org/W2413828414","https://openalex.org/W4236062181","https://openalex.org/W2315999538","https://openalex.org/W2367222340","https://openalex.org/W187740018","https://openalex.org/W2162286586"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
