{"id":"https://openalex.org/W3154094104","doi":"https://doi.org/10.1145/3397481.3450693","title":"Learning Network-Based Multi-Modal Mobile User Interface Embeddings","display_name":"Learning Network-Based Multi-Modal Mobile User Interface Embeddings","publication_year":2021,"publication_date":"2021-04-14","ids":{"openalex":"https://openalex.org/W3154094104","doi":"https://doi.org/10.1145/3397481.3450693","mag":"3154094104"},"language":"en","primary_location":{"id":"doi:10.1145/3397481.3450693","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3397481.3450693","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"26th International Conference on Intelligent User Interfaces","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/A5059855396","display_name":"Gary Ang","orcid":"https://orcid.org/0000-0001-5922-8956"},"institutions":[{"id":"https://openalex.org/I79891267","display_name":"Singapore Management University","ror":"https://ror.org/050qmg959","country_code":"SG","type":"education","lineage":["https://openalex.org/I79891267"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Gary Ang","raw_affiliation_strings":["School of Information Systems Singapore Management University, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Systems Singapore Management University, Singapore","institution_ids":["https://openalex.org/I79891267"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5039617569","display_name":"Ee\u2010Peng Lim","orcid":"https://orcid.org/0000-0003-0065-8665"},"institutions":[{"id":"https://openalex.org/I79891267","display_name":"Singapore Management University","ror":"https://ror.org/050qmg959","country_code":"SG","type":"education","lineage":["https://openalex.org/I79891267"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Ee Peng Lim","raw_affiliation_strings":["School of Information Systems SMU, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Systems SMU, Singapore","institution_ids":["https://openalex.org/I79891267"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I79891267"],"apc_list":null,"apc_paid":null,"fwci":0.8307,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.77656474,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"366","last_page":"376"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.995199978351593,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10203","display_name":"Recommender Systems and Techniques","score":0.995199978351593,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.9926000237464905,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9908999800682068,"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":0.8236297965049744},{"id":"https://openalex.org/keywords/modal","display_name":"Modal","score":0.5930321216583252},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.5820398330688477},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.5715681314468384},{"id":"https://openalex.org/keywords/user-interface","display_name":"User interface","score":0.49448227882385254},{"id":"https://openalex.org/keywords/interface","display_name":"Interface (matter)","score":0.4838387072086334},{"id":"https://openalex.org/keywords/semantics","display_name":"Semantics (computer science)","score":0.4728149175643921},{"id":"https://openalex.org/keywords/categorical-variable","display_name":"Categorical variable","score":0.44578421115875244},{"id":"https://openalex.org/keywords/mobile-device","display_name":"Mobile device","score":0.4298502802848816},{"id":"https://openalex.org/keywords/variety","display_name":"Variety (cybernetics)","score":0.42390814423561096},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.4175627827644348},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3036331832408905},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.21355056762695312},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.1499619483947754},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.0855545699596405}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8236297965049744},{"id":"https://openalex.org/C71139939","wikidata":"https://www.wikidata.org/wiki/Q910194","display_name":"Modal","level":2,"score":0.5930321216583252},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.5820398330688477},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.5715681314468384},{"id":"https://openalex.org/C89505385","wikidata":"https://www.wikidata.org/wiki/Q47146","display_name":"User interface","level":2,"score":0.49448227882385254},{"id":"https://openalex.org/C113843644","wikidata":"https://www.wikidata.org/wiki/Q901882","display_name":"Interface (matter)","level":4,"score":0.4838387072086334},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.4728149175643921},{"id":"https://openalex.org/C5274069","wikidata":"https://www.wikidata.org/wiki/Q2285707","display_name":"Categorical variable","level":2,"score":0.44578421115875244},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.4298502802848816},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.42390814423561096},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.4175627827644348},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3036331832408905},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.21355056762695312},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.1499619483947754},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0855545699596405},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.0},{"id":"https://openalex.org/C129307140","wikidata":"https://www.wikidata.org/wiki/Q6795880","display_name":"Maximum bubble pressure method","level":3,"score":0.0},{"id":"https://openalex.org/C188027245","wikidata":"https://www.wikidata.org/wiki/Q750446","display_name":"Polymer chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C157915830","wikidata":"https://www.wikidata.org/wiki/Q2928001","display_name":"Bubble","level":2,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3397481.3450693","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3397481.3450693","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"26th International Conference on Intelligent User Interfaces","raw_type":"proceedings-article"},{"id":"pmh:oai:ink.library.smu.edu.sg:sis_research-8052","is_oa":false,"landing_page_url":"https://ink.library.smu.edu.sg/cgi/viewcontent.cgi?article=8052&context=sis_research","pdf_url":null,"source":{"id":"https://openalex.org/S4306401925","display_name":"Singapore Management University Institutional Knowledge (InK) (Singapore Management University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79891267","host_organization_name":"Singapore Management University","host_organization_lineage":["https://openalex.org/I79891267"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://doi.org/10.1145/3397481.3450693","raw_type":"Conference Proceeding Article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W2154851992","https://openalex.org/W2187089797","https://openalex.org/W2560674852","https://openalex.org/W2596164567","https://openalex.org/W2743104969","https://openalex.org/W2765874585","https://openalex.org/W2793530071","https://openalex.org/W2797616116","https://openalex.org/W2903782687","https://openalex.org/W2908461307","https://openalex.org/W2911286998","https://openalex.org/W2912512230","https://openalex.org/W2942422815","https://openalex.org/W2945266622","https://openalex.org/W2945827670","https://openalex.org/W2962756421","https://openalex.org/W2963085847","https://openalex.org/W2970424334","https://openalex.org/W2987188672","https://openalex.org/W3029291786","https://openalex.org/W3034374044","https://openalex.org/W3045200674","https://openalex.org/W3100278010","https://openalex.org/W3104097132"],"related_works":["https://openalex.org/W4386799044","https://openalex.org/W2773208253","https://openalex.org/W2560646951","https://openalex.org/W4297454206","https://openalex.org/W65104662","https://openalex.org/W1871748041","https://openalex.org/W2362286668","https://openalex.org/W2133382151","https://openalex.org/W2153339597","https://openalex.org/W2161684601"],"abstract_inverted_index":{"Rich":[0],"multi-modal":[1,83],"information":[2],"-":[3,11,69],"text,":[4],"code,":[5],"images,":[6],"categorical":[7],"and":[8,41,84,126,133],"numerical":[9],"data":[10],"co-exist":[12],"in":[13],"the":[14,35,90],"user":[15,131,139],"interface":[16],"(UI)":[17],"design":[18,102],"of":[19,26,113],"mobile":[20,45,150],"applications.":[21],"UI":[22,27,54,97,101,116,120,124,130,151],"designs":[23],"are":[24],"composed":[25],"entities":[28],"supporting":[29],"different":[30],"functions":[31],"which":[32],"together":[33],"enable":[34],"application.":[36],"To":[37],"support":[38],"effective":[39],"search":[40],"recommendation":[42],"applications":[43],"over":[44],"UIs,":[46],"we":[47,63],"need":[48],"to":[49,52,80,95,110],"be":[50,108],"able":[51],"learn":[53,96],"representations":[55,98],"that":[56,99,154],"integrate":[57],"latent":[58],"semantics.":[59],"In":[60],"this":[61],"paper,":[62],"propose":[64],"a":[65,111,147],"novel":[66],"unsupervised":[67],"model":[68],"Multi-modal":[70],"Attention-based":[71],"Attributed":[72],"Network":[73],"Embedding":[74],"(MAAN)":[75],"model.":[76],"MAAN":[77,93,155],"is":[78],"designed":[79],"capture":[81],"both":[82],"structural":[85],"network":[86],"information.":[87],"Based":[88],"on":[89,142],"encoder-decoder":[91],"framework,":[92],"aims":[94],"allow":[100],"reconstruction.":[103],"The":[104],"generated":[105],"embedding":[106],"can":[107],"applied":[109],"variety":[112],"tasks:":[114],"predicting":[115,129],"elements":[117],"associated":[118],"with":[119],"screens,":[121],"inferring":[122],"missing":[123],"screen":[125],"element":[127],"attributes,":[128],"ratings,":[132],"retrieving":[134],"UIs.":[135],"Extensive":[136],"experiments,":[137],"including":[138],"evaluations,":[140],"conducted":[141],"two":[143],"datasets":[144],"from":[145],"RICO,":[146],"rich":[148],"real-world":[149],"repository,":[152],"demonstrates":[153],"out-performs":[156],"other":[157],"state-of-the-art":[158],"models.":[159]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2}],"updated_date":"2026-07-02T09:51:11.867554","created_date":"2025-10-10T00:00:00"}