{"id":"https://openalex.org/W4307472398","doi":"https://doi.org/10.1145/3526113.3545632","title":"Optimizing the Timing of Intelligent Suggestion in Virtual Reality","display_name":"Optimizing the Timing of Intelligent Suggestion in Virtual Reality","publication_year":2022,"publication_date":"2022-10-28","ids":{"openalex":"https://openalex.org/W4307472398","doi":"https://doi.org/10.1145/3526113.3545632"},"language":"en","primary_location":{"id":"doi:10.1145/3526113.3545632","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3526113.3545632","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 35th Annual ACM Symposium on User Interface Software and Technology","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/A5032666402","display_name":"Difeng Yu","orcid":"https://orcid.org/0000-0002-7753-4591"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Difeng Yu","raw_affiliation_strings":["School of Computing and Information Systems, University of Melbourne, Australia"],"affiliations":[{"raw_affiliation_string":"School of Computing and Information Systems, University of Melbourne, Australia","institution_ids":["https://openalex.org/I165779595"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074960042","display_name":"Ruta Desai","orcid":"https://orcid.org/0000-0003-4342-7699"},"institutions":[{"id":"https://openalex.org/I4210128585","display_name":"META Health","ror":"https://ror.org/035h67p10","country_code":"US","type":"other","lineage":["https://openalex.org/I4210128585"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ruta Desai","raw_affiliation_strings":["Reality Labs Research, Meta Inc, United States"],"affiliations":[{"raw_affiliation_string":"Reality Labs Research, Meta Inc, United States","institution_ids":["https://openalex.org/I4210128585"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100458310","display_name":"Ting Zhang","orcid":"https://orcid.org/0000-0002-3952-2522"},"institutions":[{"id":"https://openalex.org/I4210128585","display_name":"META Health","ror":"https://ror.org/035h67p10","country_code":"US","type":"other","lineage":["https://openalex.org/I4210128585"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ting Zhang","raw_affiliation_strings":["Reality Labs Research, Meta Inc, United States"],"affiliations":[{"raw_affiliation_string":"Reality Labs Research, Meta Inc, United States","institution_ids":["https://openalex.org/I4210128585"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005140278","display_name":"Hrvoje Benko","orcid":"https://orcid.org/0000-0002-2059-3558"},"institutions":[{"id":"https://openalex.org/I4210128585","display_name":"META Health","ror":"https://ror.org/035h67p10","country_code":"US","type":"other","lineage":["https://openalex.org/I4210128585"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hrvoje Benko","raw_affiliation_strings":["Reality Labs Research, Meta, United States"],"affiliations":[{"raw_affiliation_string":"Reality Labs Research, Meta, United States","institution_ids":["https://openalex.org/I4210128585"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084702098","display_name":"Tanya R. Jonker","orcid":"https://orcid.org/0000-0001-8646-5076"},"institutions":[{"id":"https://openalex.org/I4210128585","display_name":"META Health","ror":"https://ror.org/035h67p10","country_code":"US","type":"other","lineage":["https://openalex.org/I4210128585"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tanya R. Jonker","raw_affiliation_strings":["Reality Labs Research, Meta Inc, United States"],"affiliations":[{"raw_affiliation_string":"Reality Labs Research, Meta Inc, United States","institution_ids":["https://openalex.org/I4210128585"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066117171","display_name":"Aakar Gupta","orcid":"https://orcid.org/0000-0001-6435-3583"},"institutions":[{"id":"https://openalex.org/I4210128585","display_name":"META Health","ror":"https://ror.org/035h67p10","country_code":"US","type":"other","lineage":["https://openalex.org/I4210128585"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Aakar Gupta","raw_affiliation_strings":["Reality Labs Research, Meta Inc, United States"],"affiliations":[{"raw_affiliation_string":"Reality Labs Research, Meta Inc, United States","institution_ids":["https://openalex.org/I4210128585"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5032666402"],"corresponding_institution_ids":["https://openalex.org/I165779595"],"apc_list":null,"apc_paid":null,"fwci":1.8377,"has_fulltext":false,"cited_by_count":20,"citation_normalized_percentile":{"value":0.86815957,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"20"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10888","display_name":"Augmented Reality Applications","score":0.9975000023841858,"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/T10888","display_name":"Augmented Reality Applications","score":0.9975000023841858,"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/T11707","display_name":"Gaze Tracking and Assistive Technology","score":0.996999979019165,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/T10914","display_name":"Tactile and Sensory Interactions","score":0.9962999820709229,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.8388094305992126},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8015876412391663},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5568761825561523},{"id":"https://openalex.org/keywords/virtual-reality","display_name":"Virtual reality","score":0.46834537386894226},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.43701547384262085},{"id":"https://openalex.org/keywords/augmented-reality","display_name":"Augmented reality","score":0.4312840700149536},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.42330366373062134},{"id":"https://openalex.org/keywords/simple","display_name":"Simple (philosophy)","score":0.41939622163772583},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3230081796646118},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.092160165309906}],"concepts":[{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.8388094305992126},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8015876412391663},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5568761825561523},{"id":"https://openalex.org/C194969405","wikidata":"https://www.wikidata.org/wiki/Q170519","display_name":"Virtual reality","level":2,"score":0.46834537386894226},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.43701547384262085},{"id":"https://openalex.org/C153715457","wikidata":"https://www.wikidata.org/wiki/Q254183","display_name":"Augmented reality","level":2,"score":0.4312840700149536},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.42330366373062134},{"id":"https://openalex.org/C2780586882","wikidata":"https://www.wikidata.org/wiki/Q7520643","display_name":"Simple (philosophy)","level":2,"score":0.41939622163772583},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3230081796646118},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.092160165309906},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","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:10.1145/3526113.3545632","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3526113.3545632","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 35th Annual ACM Symposium on User Interface Software and Technology","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":64,"referenced_works":["https://openalex.org/W122145281","https://openalex.org/W1496918241","https://openalex.org/W1541449862","https://openalex.org/W1561256858","https://openalex.org/W1969214042","https://openalex.org/W1983239853","https://openalex.org/W2009927480","https://openalex.org/W2014215901","https://openalex.org/W2025904186","https://openalex.org/W2030286026","https://openalex.org/W2039988673","https://openalex.org/W2061220882","https://openalex.org/W2069657084","https://openalex.org/W2078073494","https://openalex.org/W2087271627","https://openalex.org/W2095627566","https://openalex.org/W2097847611","https://openalex.org/W2111216736","https://openalex.org/W2112103637","https://openalex.org/W2118650961","https://openalex.org/W2122531973","https://openalex.org/W2143355978","https://openalex.org/W2145087262","https://openalex.org/W2162454958","https://openalex.org/W2165220806","https://openalex.org/W2312708194","https://openalex.org/W2401452835","https://openalex.org/W2512727595","https://openalex.org/W2535351973","https://openalex.org/W2569346610","https://openalex.org/W2594388303","https://openalex.org/W2610808162","https://openalex.org/W2611561499","https://openalex.org/W2616605651","https://openalex.org/W2763035995","https://openalex.org/W2810605660","https://openalex.org/W2906219823","https://openalex.org/W2922302664","https://openalex.org/W2940993239","https://openalex.org/W2949676527","https://openalex.org/W2969067747","https://openalex.org/W2971402829","https://openalex.org/W2979051136","https://openalex.org/W2981034728","https://openalex.org/W2982032772","https://openalex.org/W2985228903","https://openalex.org/W3000387804","https://openalex.org/W3030360270","https://openalex.org/W3030715443","https://openalex.org/W3031287269","https://openalex.org/W3039116038","https://openalex.org/W3091007149","https://openalex.org/W3093567147","https://openalex.org/W3138572511","https://openalex.org/W3160292900","https://openalex.org/W3160583301","https://openalex.org/W3162510564","https://openalex.org/W3162819315","https://openalex.org/W3163626635","https://openalex.org/W3164089640","https://openalex.org/W3179833101","https://openalex.org/W3195252441","https://openalex.org/W3205862750","https://openalex.org/W4229726131"],"related_works":["https://openalex.org/W2172197285","https://openalex.org/W2991048842","https://openalex.org/W2750280393","https://openalex.org/W2355696739","https://openalex.org/W4378228679","https://openalex.org/W2736982640","https://openalex.org/W4378228262","https://openalex.org/W3107375852","https://openalex.org/W2752321621","https://openalex.org/W2789244453"],"abstract_inverted_index":{"Intelligent":[0],"suggestion":[1,78,153],"techniques":[2,16],"can":[3,66,119],"enable":[4,51],"low-friction":[5],"selection-based":[6],"input":[7],"within":[8],"virtual":[9],"or":[10],"augmented":[11],"reality":[12],"(VR/AR)":[13],"systems.":[14],"Such":[15],"leverage":[17],"probability":[18,64],"estimates":[19,65],"from":[20],"a":[21,43,52,58,86,115],"target":[22,37,49],"prediction":[23],"model":[24],"to":[25,32,54,122],"provide":[26],"users":[27],"with":[28,57],"an":[29,39,76],"easy-to-use":[30],"method":[31],"select":[33,55],"the":[34,47,63,98,124,141,144,167],"most":[35],"probable":[36],"in":[38],"environment.":[40],"For":[41],"example,":[42],"system":[44],"could":[45,84,101],"highlight":[46],"predicted":[48],"and":[50,89,109,134,151,155,162],"user":[53,87],"it":[56,72,158],"simple":[59],"click.":[60],"However,":[61],"as":[62],"be":[67,80,92,102,120],"made":[68],"at":[69,165],"any":[70],"time,":[71],"is":[73],"unclear":[74],"when":[75],"intelligent":[77,128,171],"should":[79],"presented.":[81],"Earlier":[82],"suggestions":[83,129],"save":[85,106],"time":[88,108,150],"effort":[90],"but":[91,105],"less":[93,107],"accurate.":[94],"Later":[95],"suggestions,":[96],"on":[97,131],"other":[99],"hand,":[100],"more":[103],"accurate":[104],"effort.":[110],"This":[111],"paper":[112],"thus":[113],"proposes":[114],"computational":[116],"framework":[117,145],"that":[118,157],"used":[121],"determine":[123],"optimal":[125,168],"timing":[126,169],"of":[127,138,143],"based":[130],"user-centric":[132],"costs":[133],"benefits.":[135],"A":[136],"series":[137],"studies":[139],"demonstrated":[140],"value":[142],"for":[146,170],"minimizing":[147],"task":[148],"completion":[149],"maximizing":[152],"usage":[154],"showed":[156],"was":[159],"both":[160],"theoretically":[161],"empirically":[163],"effective":[164],"determining":[166],"suggestions.":[172]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":4}],"updated_date":"2026-04-14T08:04:32.555800","created_date":"2025-10-10T00:00:00"}