{"id":"https://openalex.org/W2777031522","doi":null,"title":"Reinforcement learning in videogames","display_name":"Reinforcement learning in videogames","publication_year":2017,"publication_date":"2017-06-20","ids":{"openalex":"https://openalex.org/W2777031522","mag":"2777031522"},"language":"en","primary_location":{"id":"pmh:oai:recercat.cat:2072/301435","doi":null,"is_oa":true,"landing_page_url":"http://hdl.handle.net/2117/110880","pdf_url":null,"source":{"id":"https://openalex.org/S4306402147","display_name":"RECERCAT (Consorci de Serveis Universitaris de Catalunya)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4210090028","host_organization_name":"Consorci de Serveis Universitaris de Catalunya","host_organization_lineage":["https://openalex.org/I4210090028"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/bachelorThesis"},"parent_works":[],"lineage":["https://openalex.org/W2777031522"],"child_works_count":0,"type":"dissertation","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://hdl.handle.net/2117/110880","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5088650929","display_name":"Alex Os\u00e9s Laza","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Alex Os\u00e9s Laza","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5088650929"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":null,"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/T10462","display_name":"Reinforcement Learning in Robotics","score":0.9628999829292297,"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/T10462","display_name":"Reinforcement Learning in Robotics","score":0.9628999829292297,"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/T11574","display_name":"Artificial Intelligence in Games","score":0.0364999994635582,"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/T13904","display_name":"Artificial Intelligence Applications","score":9.999999747378752e-05,"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/reinforcement-learning","display_name":"reinforcement learning","score":0.9380000233650208},{"id":"https://openalex.org/keywords/video-games","display_name":"video games","score":0.8130000233650208},{"id":"https://openalex.org/keywords/q-learning","display_name":"Q-learning","score":0.9959999918937683},{"id":"https://openalex.org/keywords/sarsa","display_name":"SARSA","score":0.9959999918937683},{"id":"https://openalex.org/keywords/neural-network-function-approximation","display_name":"neural network function approximation","score":0.7689999938011169},{"id":"https://openalex.org/keywords/state-space-models","display_name":"state-space model","score":0.7559999823570251},{"id":"https://openalex.org/keywords/ai-competition","display_name":"AI competition","score":0.5320000052452087},{"id":"https://openalex.org/keywords/algorithm-comparison","display_name":"algorithm comparison","score":0.6629999876022339}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7541087865829468},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7236503958702087},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.62716144323349},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5669429302215576},{"id":"https://openalex.org/C72434380","wikidata":"https://www.wikidata.org/wiki/Q230930","display_name":"State space","level":2,"score":0.4826126992702484},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.4745676815509796},{"id":"https://openalex.org/C93826744","wikidata":"https://www.wikidata.org/wiki/Q903738","display_name":"Game complexity","level":4,"score":0.47007423639297485},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.44517266750335693},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.26997584104537964},{"id":"https://openalex.org/C311688","wikidata":"https://www.wikidata.org/wiki/Q2393193","display_name":"Time complexity","level":2,"score":0.14865881204605103},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11823096871376038},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C96563100","wikidata":"https://www.wikidata.org/wiki/Q8037118","display_name":"Worst-case complexity","level":3,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"pmh:oai:recercat.cat:2072/301435","doi":null,"is_oa":true,"landing_page_url":"http://hdl.handle.net/2117/110880","pdf_url":null,"source":{"id":"https://openalex.org/S4306402147","display_name":"RECERCAT (Consorci de Serveis Universitaris de Catalunya)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4210090028","host_organization_name":"Consorci de Serveis Universitaris de Catalunya","host_organization_lineage":["https://openalex.org/I4210090028"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/bachelorThesis"},{"id":"pmh:oai:upcommons.upc.edu:2117/110880","doi":null,"is_oa":true,"landing_page_url":"http://hdl.handle.net/2117/110880","pdf_url":null,"source":{"id":"https://openalex.org/S4377196262","display_name":"UPCommons institutional repository (Universitat Polit\u00e8cnica de Catalunya)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I9617848","host_organization_name":"Universitat Polit\u00e8cnica de Catalunya","host_organization_lineage":["https://openalex.org/I9617848"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Bachelor thesis"},{"id":"mag:2777031522","doi":null,"is_oa":false,"landing_page_url":"https://upcommons.upc.edu/handle/2117/110880","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":{"id":"pmh:oai:recercat.cat:2072/301435","doi":null,"is_oa":true,"landing_page_url":"http://hdl.handle.net/2117/110880","pdf_url":null,"source":{"id":"https://openalex.org/S4306402147","display_name":"RECERCAT (Consorci de Serveis Universitaris de Catalunya)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4210090028","host_organization_name":"Consorci de Serveis Universitaris de Catalunya","host_organization_lineage":["https://openalex.org/I4210090028"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/bachelorThesis"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2989594315","https://openalex.org/W4404033087","https://openalex.org/W7033299341","https://openalex.org/W4412495043","https://openalex.org/W6982419522","https://openalex.org/W2936403092","https://openalex.org/W2970283989","https://openalex.org/W7203718224","https://openalex.org/W4404336632","https://openalex.org/W4414826528"],"abstract_inverted_index":{"While":[0],"there":[1],"are":[2,122],"still":[3],"a":[4,13],"lot":[5],"of":[6,106],"projects":[7],"and":[8,16,30,60,146],"papers":[9],"focused":[10],"on:":[11],"given":[12],"game,":[14],"discover":[15],"measure":[17],"which\\nis":[18],"the":[19,71,76,103,111,114,142],"best":[20,47],"algorithm":[21,144],"for":[22,98,113],"it,":[23],"I":[24,53,130],"decided":[25,31],"to":[26,32,41,66,69,82,94,109,124,133,139],"twist":[27],"things":[28],"around":[29],"focus":[33,140],"on":[34,141],"two":[35],"algorithms":[36,58,97],"and\\nits":[37],"parameters":[38],"be":[39,46,55,67,117],"able":[40,68],"tell":[42],"which":[43],"games":[44,77,120],"will":[45,54,116],"approachable":[48],"with":[49,64],"it.\\nTo":[50],"do":[51],"this,":[52],"implementing":[56],"both":[57],"Q-Learning":[59],"SARSA,":[61],"helping":[62],"myself":[63],"Neural\\nNetworks":[65],"represent":[70],"vast":[72],"state":[73],"space":[74],"that":[75,121],"have.":[78],"The":[79],"idea":[80],"is":[81],"implement":[83],"the\\nalgorithms":[84],"as":[85,87],"general":[86],"possible.This":[88],"way":[89],"in":[90],"case":[91],"someone":[92],"wanted":[93],"use":[95],"my":[96],"their":[99],"game,\\nit":[100],"would":[101],"take":[102],"less":[104],"amount":[105],"time":[107,138],"possible":[108],"adapt":[110],"game":[112],"algorithm.\\nI":[115],"using":[118],"some":[119],"used":[123],"make":[125],"Artificial":[126],"Intelligence":[127],"competitions":[128],"so":[129],"have\\na":[131],"base":[132],"work":[134],"with,":[135],"having":[136],"more":[137],"actual":[143],"implementation":[145],"results\\ncomparison.":[147]},"counts_by_year":[{"year":2020,"cited_by_count":2}],"updated_date":"2026-11-11T12:16:26.678958","created_date":"2018-01-05T00:00:00"}