{"id":"https://openalex.org/W2739757962","doi":"https://doi.org/10.24963/ijcai.2017/538","title":"Interactive Narrative Personalization with Deep Reinforcement Learning","display_name":"Interactive Narrative Personalization with Deep Reinforcement Learning","publication_year":2017,"publication_date":"2017-07-28","ids":{"openalex":"https://openalex.org/W2739757962","doi":"https://doi.org/10.24963/ijcai.2017/538","mag":"2739757962"},"language":"en","primary_location":{"id":"doi:10.24963/ijcai.2017/538","is_oa":true,"landing_page_url":"https://doi.org/10.24963/ijcai.2017/538","pdf_url":"https://www.ijcai.org/proceedings/2017/0538.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Twenty-Sixth International Joint Conference on Artificial Intelligence","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.ijcai.org/proceedings/2017/0538.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100441267","display_name":"Pengcheng Wang","orcid":"https://orcid.org/0000-0001-5398-5956"},"institutions":[{"id":"https://openalex.org/I137902535","display_name":"North Carolina State University","ror":"https://ror.org/04tj63d06","country_code":"US","type":"education","lineage":["https://openalex.org/I137902535"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Pengcheng Wang","raw_affiliation_strings":["Department of Computer Science, North Carolina State University","Department of Computer Science, North Carolina State University, Raleigh, NC 27695, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, North Carolina State University","institution_ids":["https://openalex.org/I137902535"]},{"raw_affiliation_string":"Department of Computer Science, North Carolina State University, Raleigh, NC 27695, USA","institution_ids":["https://openalex.org/I137902535"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085880418","display_name":"Jonathan Rowe","orcid":"https://orcid.org/0000-0003-2038-9239"},"institutions":[{"id":"https://openalex.org/I137902535","display_name":"North Carolina State University","ror":"https://ror.org/04tj63d06","country_code":"US","type":"education","lineage":["https://openalex.org/I137902535"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jonathan Rowe","raw_affiliation_strings":["Department of Computer Science, North Carolina State University","Department of Computer Science, North Carolina State University, Raleigh, NC 27695, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, North Carolina State University","institution_ids":["https://openalex.org/I137902535"]},{"raw_affiliation_string":"Department of Computer Science, North Carolina State University, Raleigh, NC 27695, USA","institution_ids":["https://openalex.org/I137902535"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074725004","display_name":"Wookhee Min","orcid":"https://orcid.org/0000-0001-8900-0514"},"institutions":[{"id":"https://openalex.org/I137902535","display_name":"North Carolina State University","ror":"https://ror.org/04tj63d06","country_code":"US","type":"education","lineage":["https://openalex.org/I137902535"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Wookhee Min","raw_affiliation_strings":["Department of Computer Science, North Carolina State University","Department of Computer Science, North Carolina State University, Raleigh, NC 27695, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, North Carolina State University","institution_ids":["https://openalex.org/I137902535"]},{"raw_affiliation_string":"Department of Computer Science, North Carolina State University, Raleigh, NC 27695, USA","institution_ids":["https://openalex.org/I137902535"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089705996","display_name":"Bradford Mott","orcid":"https://orcid.org/0000-0003-3303-4699"},"institutions":[{"id":"https://openalex.org/I137902535","display_name":"North Carolina State University","ror":"https://ror.org/04tj63d06","country_code":"US","type":"education","lineage":["https://openalex.org/I137902535"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bradford Mott","raw_affiliation_strings":["Department of Computer Science, North Carolina State University","Department of Computer Science, North Carolina State University, Raleigh, NC 27695, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, North Carolina State University","institution_ids":["https://openalex.org/I137902535"]},{"raw_affiliation_string":"Department of Computer Science, North Carolina State University, Raleigh, NC 27695, USA","institution_ids":["https://openalex.org/I137902535"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074470380","display_name":"James C. Lester","orcid":"https://orcid.org/0000-0003-1481-6601"},"institutions":[{"id":"https://openalex.org/I137902535","display_name":"North Carolina State University","ror":"https://ror.org/04tj63d06","country_code":"US","type":"education","lineage":["https://openalex.org/I137902535"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"James Lester","raw_affiliation_strings":["Department of Computer Science, North Carolina State University","Department of Computer Science, North Carolina State University, Raleigh, NC 27695, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, North Carolina State University","institution_ids":["https://openalex.org/I137902535"]},{"raw_affiliation_string":"Department of Computer Science, North Carolina State University, Raleigh, NC 27695, USA","institution_ids":["https://openalex.org/I137902535"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5100441267"],"corresponding_institution_ids":["https://openalex.org/I137902535"],"apc_list":null,"apc_paid":null,"fwci":4.2904,"has_fulltext":false,"cited_by_count":50,"citation_normalized_percentile":{"value":0.95369866,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"3852","last_page":"3858"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11574","display_name":"Artificial Intelligence in Games","score":0.9997000098228455,"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/T11574","display_name":"Artificial Intelligence in Games","score":0.9997000098228455,"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/T10028","display_name":"Topic Modeling","score":0.998199999332428,"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":0.9944999814033508,"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/narrative","display_name":"Narrative","score":0.8453197479248047},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7892652750015259},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.7522925138473511},{"id":"https://openalex.org/keywords/personalization","display_name":"Personalization","score":0.5976904630661011},{"id":"https://openalex.org/keywords/interactive-storytelling","display_name":"Interactive storytelling","score":0.5285933017730713},{"id":"https://openalex.org/keywords/interactive-learning","display_name":"Interactive Learning","score":0.5248171091079712},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4139580726623535},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.36179208755493164},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3427320122718811},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.27856624126434326},{"id":"https://openalex.org/keywords/storytelling","display_name":"Storytelling","score":0.20291247963905334}],"concepts":[{"id":"https://openalex.org/C199033989","wikidata":"https://www.wikidata.org/wiki/Q1318295","display_name":"Narrative","level":2,"score":0.8453197479248047},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7892652750015259},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7522925138473511},{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.5976904630661011},{"id":"https://openalex.org/C2779754051","wikidata":"https://www.wikidata.org/wiki/Q2903135","display_name":"Interactive storytelling","level":4,"score":0.5285933017730713},{"id":"https://openalex.org/C2776716048","wikidata":"https://www.wikidata.org/wiki/Q6045290","display_name":"Interactive Learning","level":2,"score":0.5248171091079712},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4139580726623535},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.36179208755493164},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3427320122718811},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.27856624126434326},{"id":"https://openalex.org/C2776538412","wikidata":"https://www.wikidata.org/wiki/Q989963","display_name":"Storytelling","level":3,"score":0.20291247963905334},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.24963/ijcai.2017/538","is_oa":true,"landing_page_url":"https://doi.org/10.24963/ijcai.2017/538","pdf_url":"https://www.ijcai.org/proceedings/2017/0538.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Twenty-Sixth International Joint Conference on Artificial Intelligence","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.24963/ijcai.2017/538","is_oa":true,"landing_page_url":"https://doi.org/10.24963/ijcai.2017/538","pdf_url":"https://www.ijcai.org/proceedings/2017/0538.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Twenty-Sixth International Joint Conference on Artificial Intelligence","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2739757962.pdf","grobid_xml":"https://content.openalex.org/works/W2739757962.grobid-xml"},"referenced_works_count":20,"referenced_works":["https://openalex.org/W25648700","https://openalex.org/W1530049455","https://openalex.org/W1561304027","https://openalex.org/W1595483645","https://openalex.org/W1975244201","https://openalex.org/W1982011423","https://openalex.org/W2055836102","https://openalex.org/W2056225283","https://openalex.org/W2121092017","https://openalex.org/W2124215603","https://openalex.org/W2126758688","https://openalex.org/W2139418546","https://openalex.org/W2145339207","https://openalex.org/W2168490009","https://openalex.org/W2188328586","https://openalex.org/W2204773704","https://openalex.org/W2536578681","https://openalex.org/W2726327040","https://openalex.org/W2951799221","https://openalex.org/W2964043796"],"related_works":["https://openalex.org/W2109940557","https://openalex.org/W2466832359","https://openalex.org/W2348886128","https://openalex.org/W2388067091","https://openalex.org/W2367656648","https://openalex.org/W4391210591","https://openalex.org/W1582019636","https://openalex.org/W2350200549","https://openalex.org/W2068306051","https://openalex.org/W1544018884"],"abstract_inverted_index":{"Data-driven":[0],"techniques":[1],"for":[2,18],"interactive":[3,21,42,65,112,128],"narrative":[4,22,43,66,92,122],"generation":[5,44,67,123],"are":[6],"the":[7,81,104,119],"subject":[8],"of":[9,87],"growing":[10],"interest.":[11],"Reinforcement":[12],"learning":[13],"(RL)":[14],"offers":[15],"significant":[16],"potential":[17],"devising":[19],"data-driven":[20],"generators":[23],"that":[24,69,118],"tailor":[25],"players\u2019":[26],"story":[27],"experiences":[28],"by":[29,74],"inducing":[30],"policies":[31],"from":[32],"player":[33,50,78],"interaction":[34,51],"logs.":[35],"A":[36],"key":[37],"open":[38],"question":[39],"in":[40],"RL-based":[41,64,121],"is":[45],"how":[46],"to":[47,53,89],"model":[48],"complex":[49],"patterns":[52],"learn":[54],"effective":[55,126],"policies.":[56],"In":[57],"this":[58],"paper":[59],"we":[60],"present":[61],"a":[62,75,85],"deep":[63,105,120],"framework":[68,82,124],"leverages":[70],"synthetic":[71],"data":[72],"produced":[73],"bipartite":[76],"simulated":[77,100],"model.":[79],"Specifically,":[80],"involves":[83],"training":[84],"set":[86],"Q-networks":[88],"control":[90],"adaptable":[91],"event":[93],"sequences":[94],"with":[95,109],"long":[96],"short-term":[97],"memory":[98],"network-based":[99],"players.":[101],"We":[102],"investigate":[103],"RL":[106],"framework\u2019s":[107],"performance":[108],"an":[110],"educational":[111],"narrative,":[113],"Crystal":[114],"Island.":[115],"Results":[116],"suggest":[117],"yields":[125],"personalized":[127],"narratives.":[129]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":11},{"year":2020,"cited_by_count":10},{"year":2019,"cited_by_count":8},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
