{"id":"https://openalex.org/W1598741331","doi":"https://doi.org/10.1109/iccnc.2015.7069416","title":"Scalable user intent mining using a multimodal Restricted Boltzmann Machine","display_name":"Scalable user intent mining using a multimodal Restricted Boltzmann Machine","publication_year":2015,"publication_date":"2015-02-01","ids":{"openalex":"https://openalex.org/W1598741331","doi":"https://doi.org/10.1109/iccnc.2015.7069416","mag":"1598741331"},"language":"en","primary_location":{"id":"doi:10.1109/iccnc.2015.7069416","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccnc.2015.7069416","pdf_url":null,"source":{"id":"https://openalex.org/S4306497949","display_name":"2015 International Conference on Computing, Networking and Communications (ICNC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 International Conference on Computing, Networking and Communications (ICNC)","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/A5063856862","display_name":"Yue Shang","orcid":"https://orcid.org/0000-0003-3445-7036"},"institutions":[{"id":"https://openalex.org/I72816309","display_name":"Drexel University","ror":"https://ror.org/04bdffz58","country_code":"US","type":"education","lineage":["https://openalex.org/I72816309"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Yue Shang","raw_affiliation_strings":["College of Computing and Informatics, Drexel University, Philadelphia, PA, USA","College of Computing and Informatics, Drexel University, Phrladelphra, PA, USA"],"affiliations":[{"raw_affiliation_string":"College of Computing and Informatics, Drexel University, Philadelphia, PA, USA","institution_ids":["https://openalex.org/I72816309"]},{"raw_affiliation_string":"College of Computing and Informatics, Drexel University, Phrladelphra, PA, USA","institution_ids":["https://openalex.org/I72816309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000345038","display_name":"Wanying Ding","orcid":"https://orcid.org/0000-0002-1385-0376"},"institutions":[{"id":"https://openalex.org/I72816309","display_name":"Drexel University","ror":"https://ror.org/04bdffz58","country_code":"US","type":"education","lineage":["https://openalex.org/I72816309"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Wanying Ding","raw_affiliation_strings":["College of Computing and Informatics, Drexel University, Philadelphia, PA, USA","College of Computing and Informatics, Drexel University, Phrladelphra, PA, USA"],"affiliations":[{"raw_affiliation_string":"College of Computing and Informatics, Drexel University, Philadelphia, PA, USA","institution_ids":["https://openalex.org/I72816309"]},{"raw_affiliation_string":"College of Computing and Informatics, Drexel University, Phrladelphra, PA, USA","institution_ids":["https://openalex.org/I72816309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023578096","display_name":"Mengwen Liu","orcid":"https://orcid.org/0000-0001-8006-5995"},"institutions":[{"id":"https://openalex.org/I72816309","display_name":"Drexel University","ror":"https://ror.org/04bdffz58","country_code":"US","type":"education","lineage":["https://openalex.org/I72816309"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mengwen Liu","raw_affiliation_strings":["College of Computing and Informatics, Drexel University, Philadelphia, PA, USA","College of Computing and Informatics, Drexel University, Phrladelphra, PA, USA"],"affiliations":[{"raw_affiliation_string":"College of Computing and Informatics, Drexel University, Philadelphia, PA, USA","institution_ids":["https://openalex.org/I72816309"]},{"raw_affiliation_string":"College of Computing and Informatics, Drexel University, Phrladelphra, PA, USA","institution_ids":["https://openalex.org/I72816309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056530252","display_name":"Xiaoli Song","orcid":"https://orcid.org/0000-0001-6000-3754"},"institutions":[{"id":"https://openalex.org/I72816309","display_name":"Drexel University","ror":"https://ror.org/04bdffz58","country_code":"US","type":"education","lineage":["https://openalex.org/I72816309"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xiaoli Song","raw_affiliation_strings":["College of Computing and Informatics, Drexel University, Philadelphia, PA, USA","College of Computing and Informatics, Drexel University, Phrladelphra, PA, USA"],"affiliations":[{"raw_affiliation_string":"College of Computing and Informatics, Drexel University, Philadelphia, PA, USA","institution_ids":["https://openalex.org/I72816309"]},{"raw_affiliation_string":"College of Computing and Informatics, Drexel University, Phrladelphra, PA, USA","institution_ids":["https://openalex.org/I72816309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063991175","display_name":"Tony Hu","orcid":null},"institutions":[{"id":"https://openalex.org/I72816309","display_name":"Drexel University","ror":"https://ror.org/04bdffz58","country_code":"US","type":"education","lineage":["https://openalex.org/I72816309"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tony Hu","raw_affiliation_strings":["College of Computing and Informatics, Drexel University, Philadelphia, PA, USA","College of Computing and Informatics, Drexel University, Phrladelphra, PA, USA"],"affiliations":[{"raw_affiliation_string":"College of Computing and Informatics, Drexel University, Philadelphia, PA, USA","institution_ids":["https://openalex.org/I72816309"]},{"raw_affiliation_string":"College of Computing and Informatics, Drexel University, Phrladelphra, PA, USA","institution_ids":["https://openalex.org/I72816309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102963623","display_name":"Yuan An","orcid":"https://orcid.org/0000-0002-3634-9744"},"institutions":[{"id":"https://openalex.org/I72816309","display_name":"Drexel University","ror":"https://ror.org/04bdffz58","country_code":"US","type":"education","lineage":["https://openalex.org/I72816309"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yuan An","raw_affiliation_strings":["College of Computing and Informatics, Drexel University, Philadelphia, PA, USA","College of Computing and Informatics, Drexel University, Phrladelphra, PA, USA"],"affiliations":[{"raw_affiliation_string":"College of Computing and Informatics, Drexel University, Philadelphia, PA, USA","institution_ids":["https://openalex.org/I72816309"]},{"raw_affiliation_string":"College of Computing and Informatics, Drexel University, Phrladelphra, PA, USA","institution_ids":["https://openalex.org/I72816309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071499106","display_name":"Haohong Wang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Haohong Wang","raw_affiliation_strings":["TCL Research America, San Jose, CA, USA","[TCL Research America, San Jose, CA, USA]"],"affiliations":[{"raw_affiliation_string":"TCL Research America, San Jose, CA, USA","institution_ids":[]},{"raw_affiliation_string":"[TCL Research America, San Jose, CA, USA]","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056415939","display_name":"Lifan Guo","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lifan Guo","raw_affiliation_strings":["TCL Research America, San Jose, CA, USA","[TCL Research America, San Jose, CA, USA]"],"affiliations":[{"raw_affiliation_string":"TCL Research America, San Jose, CA, USA","institution_ids":[]},{"raw_affiliation_string":"[TCL Research America, San Jose, CA, USA]","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5063856862"],"corresponding_institution_ids":["https://openalex.org/I72816309"],"apc_list":null,"apc_paid":null,"fwci":0.4678,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.63368669,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"618","last_page":"624"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9980000257492065,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9980000257492065,"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9973999857902527,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.9958000183105469,"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/computer-science","display_name":"Computer science","score":0.8479501605033875},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.6476336717605591},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.4996154308319092},{"id":"https://openalex.org/keywords/personalized-search","display_name":"Personalized search","score":0.4985337257385254},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.48633629083633423},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.4604199230670929},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.44874686002731323},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.40040862560272217},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3444201946258545},{"id":"https://openalex.org/keywords/search-engine","display_name":"Search engine","score":0.33611589670181274},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.32559072971343994},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.15268725156784058}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8479501605033875},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.6476336717605591},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4996154308319092},{"id":"https://openalex.org/C2776945383","wikidata":"https://www.wikidata.org/wiki/Q7170667","display_name":"Personalized search","level":3,"score":0.4985337257385254},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.48633629083633423},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.4604199230670929},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.44874686002731323},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.40040862560272217},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3444201946258545},{"id":"https://openalex.org/C97854310","wikidata":"https://www.wikidata.org/wiki/Q19541","display_name":"Search engine","level":2,"score":0.33611589670181274},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.32559072971343994},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.15268725156784058},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iccnc.2015.7069416","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccnc.2015.7069416","pdf_url":null,"source":{"id":"https://openalex.org/S4306497949","display_name":"2015 International Conference on Computing, Networking and Communications (ICNC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 International Conference on Computing, Networking and Communications (ICNC)","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":46,"referenced_works":["https://openalex.org/W44815768","https://openalex.org/W154472438","https://openalex.org/W342237788","https://openalex.org/W977499243","https://openalex.org/W979272883","https://openalex.org/W994577705","https://openalex.org/W1034992314","https://openalex.org/W1497218198","https://openalex.org/W1567365482","https://openalex.org/W1583046367","https://openalex.org/W1598270085","https://openalex.org/W1752472581","https://openalex.org/W2020278455","https://openalex.org/W2047221353","https://openalex.org/W2095569536","https://openalex.org/W2100002341","https://openalex.org/W2115346359","https://openalex.org/W2116064496","https://openalex.org/W2125771191","https://openalex.org/W2136922672","https://openalex.org/W2136936677","https://openalex.org/W2144578941","https://openalex.org/W2149557440","https://openalex.org/W2164587673","https://openalex.org/W2165897980","https://openalex.org/W2171743956","https://openalex.org/W2224454245","https://openalex.org/W2275821373","https://openalex.org/W2280435861","https://openalex.org/W2285219852","https://openalex.org/W2285973273","https://openalex.org/W2398870883","https://openalex.org/W2401799438","https://openalex.org/W2403766798","https://openalex.org/W2412544369","https://openalex.org/W2520561035","https://openalex.org/W2574365634","https://openalex.org/W2845045828","https://openalex.org/W2927732285","https://openalex.org/W6601785968","https://openalex.org/W6606244218","https://openalex.org/W6637803797","https://openalex.org/W6674813771","https://openalex.org/W6682059829","https://openalex.org/W6712814672","https://openalex.org/W6929401519"],"related_works":["https://openalex.org/W2389128607","https://openalex.org/W2066869521","https://openalex.org/W2004195576","https://openalex.org/W4226429872","https://openalex.org/W2118819022","https://openalex.org/W2162788252","https://openalex.org/W2383341325","https://openalex.org/W1976319037","https://openalex.org/W2349210373","https://openalex.org/W2386597464"],"abstract_inverted_index":{"Nowadays,":[0],"search":[1,17,36,47,81],"engines":[2],"have":[3],"become":[4],"indispensable":[5],"parts":[6],"of":[7,16,28,63,127,130,156,222,261],"modern":[8],"human":[9],"life,":[10],"which":[11],"create":[12],"hundreds":[13],"and":[14,70,110,120,160,188,227],"thousands":[15],"logs":[18],"every":[19],"second":[20],"throughout":[21],"the":[22,25,45,51,61,64,71,106,128,149,153,165,190,205,214,219,223,254],"world.":[23],"With":[24],"explosive":[26],"growth":[27],"online":[29],"information,":[30,132,148],"a":[31,83,85,93,172,236],"key":[32],"issue":[33],"for":[34,76,175,195,229],"web":[35],"service":[37],"is":[38,121,243],"to":[39,49,60,104,123,163,180,218,259],"better":[40,154],"understand":[41],"user's":[42,52],"need":[43],"through":[44],"short":[46],"query":[48,177],"match":[50],"preference":[53],"as":[54,56],"much":[55],"possible.":[57],"However,":[58],"due":[59],"lack":[62],"personal":[65,141,146],"information":[66,143],"in":[67,116,133],"some":[68,181],"scenario":[69],"huge":[72],"calculation":[73],"when":[74,193,239],"seeking":[75],"relevant":[77],"user":[78,107,157,210],"group,":[79],"personalized":[80],"becomes":[82],"quite":[84],"challenging":[86],"problem.":[87],"In":[88],"this":[89],"work,":[90],"we":[91],"propose":[92],"novel":[94],"scalable":[95,113],"framework":[96,114,170],"based":[97],"on":[98],"multimodal":[99],"Restricted":[100],"Boltzmann":[101],"Machine":[102],"(RBM)":[103],"do":[105],"intent":[108,158,211],"mining":[109],"prediction.":[111],"This":[112],"works":[115],"an":[117],"unsupervised":[118],"manner,":[119],"flexible":[122],"various":[124],"situations":[125],"regardless":[126],"amount":[129],"individual":[131,151,241,249],"other":[134],"words,":[135],"it":[136,233],"can":[137,207,234],"handles":[138],"scenarios":[139],"without":[140],"history":[142,147,252],"or":[144],"limited":[145],"more":[150,161,248],"data":[152,185,242,250],"accuracy":[155],"prediction":[159],"capable":[162],"reflect":[164],"individual's":[166],"interests":[167],"changing.":[168],"The":[169,200],"outputs":[171],"binary":[173],"representation":[174],"each":[176,230],"log,":[178],"thus":[179],"extent,":[182],"could":[183],"solve":[184],"sparsity":[186],"problem":[187],"reduce":[189],"computation":[191],"complexity":[192],"looking":[194],"users":[196],"with":[197],"similar":[198],"interests.":[199],"experiment":[201],"results":[202],"shown":[203],"that,":[204],"model":[206],"learn":[208],"reasonable":[209],"category":[212],"during":[213],"learning":[215],"procedure,":[216],"according":[217],"qualitative":[220],"analysis":[221],"top":[224],"ranked":[225],"context":[226],"websites":[228],"class.":[231],"And":[232],"get":[235],"competitive":[237],"performance":[238,256],"no":[240],"offered.":[244],"Moreover,":[245],"by":[246],"offering":[247],"(10":[251],"queries),":[253],"overall":[255],"improves":[257],"up":[258],"10%":[260],"precision.":[262]},"counts_by_year":[{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
