{"id":"https://openalex.org/W2013892175","doi":"https://doi.org/10.1145/2018556.2018559","title":"Visualizing and understanding players' behavior in video games","display_name":"Visualizing and understanding players' behavior in video games","publication_year":2011,"publication_date":"2011-08-10","ids":{"openalex":"https://openalex.org/W2013892175","doi":"https://doi.org/10.1145/2018556.2018559","mag":"2013892175"},"language":"en","primary_location":{"id":"doi:10.1145/2018556.2018559","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2018556.2018559","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2011 ACM SIGGRAPH Symposium on Video Games","raw_type":"proceedings-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/A5053624939","display_name":"Dinara Moura","orcid":null},"institutions":[{"id":"https://openalex.org/I18014758","display_name":"Simon Fraser University","ror":"https://ror.org/0213rcc28","country_code":"CA","type":"education","lineage":["https://openalex.org/I18014758"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Dinara Moura","raw_affiliation_strings":["Simon Fraser University-SIAT, Surrey, BC, Canada","Simon Fraser University, SIAT, Surrey, BC, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Simon Fraser University-SIAT, Surrey, BC, Canada","institution_ids":["https://openalex.org/I18014758"]},{"raw_affiliation_string":"Simon Fraser University, SIAT, Surrey, BC, Canada","institution_ids":["https://openalex.org/I18014758"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087676774","display_name":"Magy Seif El\u2010Nasr","orcid":"https://orcid.org/0000-0002-7808-1686"},"institutions":[{"id":"https://openalex.org/I18014758","display_name":"Simon Fraser University","ror":"https://ror.org/0213rcc28","country_code":"CA","type":"education","lineage":["https://openalex.org/I18014758"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Magy Seif el-Nasr","raw_affiliation_strings":["Simon Fraser University-SIAT, Surrey, BC, Canada","Simon Fraser University, SIAT, Surrey, BC, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Simon Fraser University-SIAT, Surrey, BC, Canada","institution_ids":["https://openalex.org/I18014758"]},{"raw_affiliation_string":"Simon Fraser University, SIAT, Surrey, BC, Canada","institution_ids":["https://openalex.org/I18014758"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040961656","display_name":"Chris Shaw","orcid":"https://orcid.org/0000-0002-6940-7971"},"institutions":[{"id":"https://openalex.org/I18014758","display_name":"Simon Fraser University","ror":"https://ror.org/0213rcc28","country_code":"CA","type":"education","lineage":["https://openalex.org/I18014758"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Christopher D. Shaw","raw_affiliation_strings":["Simon Fraser University-SIAT, Surrey, BC, Canada","Simon Fraser University, SIAT, Surrey, BC, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Simon Fraser University-SIAT, Surrey, BC, Canada","institution_ids":["https://openalex.org/I18014758"]},{"raw_affiliation_string":"Simon Fraser University, SIAT, Surrey, BC, Canada","institution_ids":["https://openalex.org/I18014758"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":6.2806,"has_fulltext":false,"cited_by_count":72,"citation_normalized_percentile":{"value":0.97164715,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"11","last_page":"15"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10799","display_name":"Data Visualization and Analytics","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T11197","display_name":"Digital Games and Media","score":0.9908999800682068,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11439","display_name":"Video Analysis and Summarization","score":0.9902999997138977,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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":0.7799748778343201},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.6888254284858704},{"id":"https://openalex.org/keywords/game-design","display_name":"Game design","score":0.6840826869010925},{"id":"https://openalex.org/keywords/game-developer","display_name":"Game Developer","score":0.6063570976257324},{"id":"https://openalex.org/keywords/data-visualization","display_name":"Data visualization","score":0.6008316874504089},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.5997690558433533},{"id":"https://openalex.org/keywords/game-mechanics","display_name":"Game mechanics","score":0.5896669626235962},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5438379645347595},{"id":"https://openalex.org/keywords/video-game","display_name":"Video game","score":0.5066247582435608},{"id":"https://openalex.org/keywords/game-art-design","display_name":"Game art design","score":0.44302335381507874},{"id":"https://openalex.org/keywords/video-game-development","display_name":"Video game development","score":0.43216800689697266},{"id":"https://openalex.org/keywords/video-game-design","display_name":"Video game design","score":0.4297640323638916},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4083574116230011},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.342703640460968},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.23123103380203247}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7799748778343201},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.6888254284858704},{"id":"https://openalex.org/C503285160","wikidata":"https://www.wikidata.org/wiki/Q858057","display_name":"Game design","level":2,"score":0.6840826869010925},{"id":"https://openalex.org/C41826821","wikidata":"https://www.wikidata.org/wiki/Q844005","display_name":"Game Developer","level":3,"score":0.6063570976257324},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.6008316874504089},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.5997690558433533},{"id":"https://openalex.org/C170828538","wikidata":"https://www.wikidata.org/wiki/Q1751513","display_name":"Game mechanics","level":2,"score":0.5896669626235962},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5438379645347595},{"id":"https://openalex.org/C3018412434","wikidata":"https://www.wikidata.org/wiki/Q7889","display_name":"Video game","level":2,"score":0.5066247582435608},{"id":"https://openalex.org/C80646779","wikidata":"https://www.wikidata.org/wiki/Q5519919","display_name":"Game art design","level":4,"score":0.44302335381507874},{"id":"https://openalex.org/C54276265","wikidata":"https://www.wikidata.org/wiki/Q1061635","display_name":"Video game development","level":3,"score":0.43216800689697266},{"id":"https://openalex.org/C47187476","wikidata":"https://www.wikidata.org/wiki/Q12336660","display_name":"Video game design","level":3,"score":0.4297640323638916},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4083574116230011},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.342703640460968},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.23123103380203247},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/2018556.2018559","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2018556.2018559","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2011 ACM SIGGRAPH Symposium on Video Games","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W260157275","https://openalex.org/W1570448133","https://openalex.org/W1979708158","https://openalex.org/W2061879241","https://openalex.org/W2104988921","https://openalex.org/W2142777385","https://openalex.org/W2153096151","https://openalex.org/W2557008874","https://openalex.org/W2584997055","https://openalex.org/W2889535240","https://openalex.org/W2966207845","https://openalex.org/W4241136135"],"related_works":["https://openalex.org/W4231050501","https://openalex.org/W4311459595","https://openalex.org/W4294947912","https://openalex.org/W2488706709","https://openalex.org/W4207081595","https://openalex.org/W2996376398","https://openalex.org/W1532611657","https://openalex.org/W1583302349","https://openalex.org/W2279897802","https://openalex.org/W4281288017"],"abstract_inverted_index":{"As":[0],"video":[1,49],"games":[2],"become":[3],"more":[4],"popular,":[5],"there":[6],"is":[7,64,205,240],"an":[8,225],"urge":[9],"for":[10],"procedures":[11],"that":[12,37,107,133,166,237],"can":[13],"support":[14],"the":[15,70,79,86,93,105,113,116,154,202,216,222,238],"analysis":[16,122],"and":[17,30,88,115,139,147,193,213,244],"understanding":[18,84,98],"of":[19,33,72,81,85,99,120,176,197,221],"players'":[20,56,89,164],"behaviors":[21],"within":[22,58,92,215],"game":[23,29,34,87,94,149],"environments.":[24],"Such":[25],"data":[26,63,73],"would":[27],"inform":[28],"level":[31],"designers":[32],"design":[35,150],"issues":[36,151],"should":[38,210,234],"be":[39,110,235],"fixed":[40],"or":[41],"improved":[42],"upon.":[43],"By":[44],"logging":[45],"user-initiated":[46],"events":[47],"in":[48,201],"games,":[50],"analysts":[51,135,190,247],"have":[52],"exhaustive":[53],"information":[54],"regarding":[55],"actions":[57,91,198],"games.":[59],"However,":[60],"visualizing":[61],"such":[62],"a":[65,82,96,129,159,182,195],"challenging":[66],"task":[67],"due":[68],"to":[69,76,103,109,136,144,162,180,191],"amount":[71],"one":[74,101,209],"has":[75,108,167],"deal":[77],"with;":[78],"necessity":[80],"deep":[83,97],"possible":[90],"plus":[95],"questions":[100],"wants":[102],"answer;":[104],"computation":[106],"done":[111],"on":[112],"data;":[114],"limitations":[117],"and/or":[118],"complexities":[119],"current":[121],"tools.":[123],"In":[124],"this":[125],"paper,":[126],"we":[127,157],"present":[128,219],"new":[130,160],"visualization":[131,138],"system":[132,155,188,239],"allows":[134,189],"build":[137],"interact":[140],"with":[141,246],"telemetry":[142],"data,":[143],"identify":[145,148],"patterns":[146],"efficiently.":[152],"Besides":[153],"itself,":[156],"propose":[158],"approach":[161],"visualize":[163,181,194],"behavior":[165],"not":[168],"been":[169],"explored":[170],"so":[171],"far.":[172],"For":[173],"example,":[174],"instead":[175],"using":[177,224],"heat":[178],"maps":[179],"single":[183],"metric":[184],"(e.g.":[185],"deaths),":[186],"our":[187],"superimpose":[192],"series":[196],"players":[199],"take":[200],"game.":[203,217],"This":[204],"especially":[206],"important":[207],"when":[208],"understand":[211],"cause":[212],"effect":[214],"We":[218],"examples":[220],"visualizations":[223],"RPG":[226],"game,":[227],"Dragon":[228],"Age":[229],"Origins":[230],"(BioWare/EA,":[231],"2009).":[232],"It":[233],"noted":[236],"currently":[241],"under":[242],"development":[243],"testing":[245],"working":[248],"at":[249],"BioWare.":[250]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":8},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":6},{"year":2016,"cited_by_count":6},{"year":2015,"cited_by_count":8},{"year":2014,"cited_by_count":7},{"year":2013,"cited_by_count":11},{"year":2012,"cited_by_count":6}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}