{"id":"https://openalex.org/W2765547722","doi":"https://doi.org/10.1145/3136457.3136474","title":"Characterizing the relationship between environment layout and crowd movement using machine learning","display_name":"Characterizing the relationship between environment layout and crowd movement using machine learning","publication_year":2017,"publication_date":"2017-10-31","ids":{"openalex":"https://openalex.org/W2765547722","doi":"https://doi.org/10.1145/3136457.3136474","mag":"2765547722"},"language":"en","primary_location":{"id":"doi:10.1145/3136457.3136474","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3136457.3136474","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Tenth International Conference on Motion in 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/A5100881877","display_name":"Weining Liu","orcid":"https://orcid.org/0009-0001-2248-7257"},"institutions":[{"id":"https://openalex.org/I4210096112","display_name":"Rutgers Sexual and Reproductive Health and Rights","ror":"https://ror.org/00rcvgx40","country_code":"NL","type":"other","lineage":["https://openalex.org/I4210096112"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Weining Liu","raw_affiliation_strings":["Rutgers University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Rutgers University","institution_ids":["https://openalex.org/I4210096112"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020368096","display_name":"Vladimir Pavlovi\u0107","orcid":"https://orcid.org/0000-0003-3979-1236"},"institutions":[{"id":"https://openalex.org/I4210096112","display_name":"Rutgers Sexual and Reproductive Health and Rights","ror":"https://ror.org/00rcvgx40","country_code":"NL","type":"other","lineage":["https://openalex.org/I4210096112"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Vladimir Pavlovic","raw_affiliation_strings":["Rutgers University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Rutgers University","institution_ids":["https://openalex.org/I4210096112"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044987130","display_name":"Kaidong Hu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210096112","display_name":"Rutgers Sexual and Reproductive Health and Rights","ror":"https://ror.org/00rcvgx40","country_code":"NL","type":"other","lineage":["https://openalex.org/I4210096112"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Kaidong Hu","raw_affiliation_strings":["Rutgers University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Rutgers University","institution_ids":["https://openalex.org/I4210096112"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017351117","display_name":"Petros Faloutsos","orcid":"https://orcid.org/0000-0002-4508-010X"},"institutions":[{"id":"https://openalex.org/I192455969","display_name":"York University","ror":"https://ror.org/05fq50484","country_code":"CA","type":"education","lineage":["https://openalex.org/I192455969"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Petros Faloutsos","raw_affiliation_strings":["York University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"York University","institution_ids":["https://openalex.org/I192455969"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039123069","display_name":"Sejong Yoon","orcid":"https://orcid.org/0000-0003-1012-283X"},"institutions":[{"id":"https://openalex.org/I64281891","display_name":"College of New Jersey","ror":"https://ror.org/02nx5r318","country_code":"US","type":"education","lineage":["https://openalex.org/I64281891"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sejong Yoon","raw_affiliation_strings":["The College of New Jersey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The College of New Jersey","institution_ids":["https://openalex.org/I64281891"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5069589954","display_name":"Mubbasir Kapadia","orcid":"https://orcid.org/0000-0002-3501-0028"},"institutions":[{"id":"https://openalex.org/I4210096112","display_name":"Rutgers Sexual and Reproductive Health and Rights","ror":"https://ror.org/00rcvgx40","country_code":"NL","type":"other","lineage":["https://openalex.org/I4210096112"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Mubbasir Kapadia","raw_affiliation_strings":["Rutgers University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Rutgers University","institution_ids":["https://openalex.org/I4210096112"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.3267,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.87898433,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11500","display_name":"Evacuation and Crowd Dynamics","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11500","display_name":"Evacuation and Crowd Dynamics","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean Engineering"},"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/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.995199978351593,"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/T12325","display_name":"Urban Design and Spatial Analysis","score":0.9896000027656555,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.819729208946228},{"id":"https://openalex.org/keywords/aggregate","display_name":"Aggregate (composite)","score":0.6058464050292969},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6034802794456482},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5766104459762573},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5689938068389893},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.5394090414047241},{"id":"https://openalex.org/keywords/movement","display_name":"Movement (music)","score":0.5382359623908997},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.34987586736679077}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.819729208946228},{"id":"https://openalex.org/C4679612","wikidata":"https://www.wikidata.org/wiki/Q866298","display_name":"Aggregate (composite)","level":2,"score":0.6058464050292969},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6034802794456482},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5766104459762573},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5689938068389893},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5394090414047241},{"id":"https://openalex.org/C2780226923","wikidata":"https://www.wikidata.org/wiki/Q929848","display_name":"Movement (music)","level":2,"score":0.5382359623908997},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.34987586736679077},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.0},{"id":"https://openalex.org/C107038049","wikidata":"https://www.wikidata.org/wiki/Q35986","display_name":"Aesthetics","level":1,"score":0.0},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3136457.3136474","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3136457.3136474","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Tenth International Conference on Motion in Games","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6399999856948853,"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W188204312","https://openalex.org/W192192830","https://openalex.org/W1496546024","https://openalex.org/W1522301498","https://openalex.org/W1552433757","https://openalex.org/W1967907012","https://openalex.org/W1970206276","https://openalex.org/W1977935965","https://openalex.org/W2001018895","https://openalex.org/W2018193765","https://openalex.org/W2036586770","https://openalex.org/W2063640627","https://openalex.org/W2067634406","https://openalex.org/W2098786017","https://openalex.org/W2105573591","https://openalex.org/W2106803229","https://openalex.org/W2109727655","https://openalex.org/W2116017810","https://openalex.org/W2140973417","https://openalex.org/W2142943472","https://openalex.org/W2145175424","https://openalex.org/W2145585184","https://openalex.org/W2150312211","https://openalex.org/W2165585517","https://openalex.org/W2167052694","https://openalex.org/W2264359608","https://openalex.org/W2319880197","https://openalex.org/W2511871834","https://openalex.org/W2534527426","https://openalex.org/W2555452866","https://openalex.org/W4234406933","https://openalex.org/W6676589117"],"related_works":["https://openalex.org/W2184114188","https://openalex.org/W2348328675","https://openalex.org/W4234486410","https://openalex.org/W2353407213","https://openalex.org/W2479613937","https://openalex.org/W2485872624","https://openalex.org/W2738039334","https://openalex.org/W2135699798","https://openalex.org/W4402851963","https://openalex.org/W1512699712"],"abstract_inverted_index":{"Crowd":[0],"simulations":[1,19],"facilitate":[2],"the":[3,11,73,86,88,92,100,112],"study":[4],"of":[5,15,31,59,76,106,128],"how":[6],"an":[7],"environment":[8],"layout":[9],"impacts":[10],"movement":[12],"and":[13,52,91],"behavior":[14,62],"its":[16],"inhabitants.":[17],"However,":[18],"are":[20],"computationally":[21],"expensive,":[22],"which":[23],"make":[24],"them":[25],"infeasible":[26],"when":[27],"used":[28],"as":[29,42,97,111],"part":[30],"interactive":[32],"systems":[33],"(e.g.,":[34],"Computer-Assisted":[35],"Design":[36],"software).":[37],"Machine":[38],"learning":[39],"models,":[40,102],"such":[41],"neural":[43,81],"networks":[44,82],"(NN),":[45],"can":[46,53,121],"learn":[47],"observed":[48],"behaviors":[49],"from":[50],"examples,":[51],"potentially":[54],"offer":[55],"a":[56,60,69,104,125],"rational":[57],"prediction":[58],"crowd's":[61],"efficiently.":[63,130],"To":[64],"this":[65],"end,":[66],"we":[67],"propose":[68],"method":[70,94],"to":[71,95,99],"predict":[72],"aggregate":[74],"characteristics":[75],"crowd":[77,89],"dynamics":[78],"using":[79],"regression":[80],"(NN).":[83],"We":[84],"parametrize":[85],"environment,":[87],"distribution":[90],"steering":[93],"serve":[96,110],"inputs":[98],"NN":[101],"while":[103],"number":[105,127],"common":[107],"performance":[108],"measures":[109],"output.":[113],"Our":[114],"preliminary":[115],"experiments":[116],"show":[117],"that":[118],"our":[119],"approach":[120],"help":[122],"users":[123],"evaluate":[124],"large":[126],"environments":[129]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}