{"id":"https://openalex.org/W2130256759","doi":"https://doi.org/10.1145/1013367.1013383","title":"Can web-based recommendation systems afford deep models","display_name":"Can web-based recommendation systems afford deep models","publication_year":2004,"publication_date":"2004-01-01","ids":{"openalex":"https://openalex.org/W2130256759","doi":"https://doi.org/10.1145/1013367.1013383","mag":"2130256759"},"language":"en","primary_location":{"id":"doi:10.1145/1013367.1013383","is_oa":false,"landing_page_url":"https://doi.org/10.1145/1013367.1013383","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 13th international World Wide Web conference on Alternate track papers & posters  - WWW Alt. '04","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/A5100886514","display_name":"Leiguang Gong","orcid":null},"institutions":[{"id":"https://openalex.org/I1341412227","display_name":"IBM (United States)","ror":"https://ror.org/05hh8d621","country_code":"US","type":"company","lineage":["https://openalex.org/I1341412227"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Leiguang Gong","raw_affiliation_strings":["IBM T.J. Watson Research Center, Hawthorne, NY"],"affiliations":[{"raw_affiliation_string":"IBM T.J. Watson Research Center, Hawthorne, NY","institution_ids":["https://openalex.org/I1341412227"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5100886514"],"corresponding_institution_ids":["https://openalex.org/I1341412227"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.14127443,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"89","last_page":"89"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9991000294685364,"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":0.9991000294685364,"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/T10215","display_name":"Semantic Web and Ontologies","score":0.9984999895095825,"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/T10679","display_name":"Service-Oriented Architecture and Web Services","score":0.9926000237464905,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.858934223651886},{"id":"https://openalex.org/keywords/semantic-web","display_name":"Semantic Web","score":0.5817906856536865},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.549353301525116},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.5278156995773315},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5172137022018433},{"id":"https://openalex.org/keywords/web-service","display_name":"Web service","score":0.49961400032043457},{"id":"https://openalex.org/keywords/matching","display_name":"Matching (statistics)","score":0.49755576252937317},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45525890588760376},{"id":"https://openalex.org/keywords/reusability","display_name":"Reusability","score":0.4117337167263031},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.37792712450027466},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3324945569038391},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.32403066754341125},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.2718995213508606}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.858934223651886},{"id":"https://openalex.org/C2129575","wikidata":"https://www.wikidata.org/wiki/Q54837","display_name":"Semantic Web","level":2,"score":0.5817906856536865},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.549353301525116},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.5278156995773315},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5172137022018433},{"id":"https://openalex.org/C35578498","wikidata":"https://www.wikidata.org/wiki/Q193424","display_name":"Web service","level":2,"score":0.49961400032043457},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.49755576252937317},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45525890588760376},{"id":"https://openalex.org/C137981799","wikidata":"https://www.wikidata.org/wiki/Q1369184","display_name":"Reusability","level":3,"score":0.4117337167263031},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37792712450027466},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3324945569038391},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.32403066754341125},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2718995213508606},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"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/C136264566","wikidata":"https://www.wikidata.org/wiki/Q159810","display_name":"Economy","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/1013367.1013383","is_oa":false,"landing_page_url":"https://doi.org/10.1145/1013367.1013383","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 13th international World Wide Web conference on Alternate track papers & posters  - WWW Alt. '04","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.5699999928474426,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W119561147","https://openalex.org/W1549711853","https://openalex.org/W1555476679","https://openalex.org/W1602867477","https://openalex.org/W1991715658","https://openalex.org/W2118143795","https://openalex.org/W2124519725","https://openalex.org/W2133372523"],"related_works":["https://openalex.org/W4282938614","https://openalex.org/W2099755394","https://openalex.org/W2350686889","https://openalex.org/W1965839502","https://openalex.org/W2114764029","https://openalex.org/W2621742671","https://openalex.org/W4285132742","https://openalex.org/W2373101891","https://openalex.org/W2277606120","https://openalex.org/W2977447223"],"abstract_inverted_index":{"Web-based":[0],"product":[1],"and":[2,20,47,76,85,129,139,152,160],"service":[3,27,37],"recommendation":[4],"systems":[5,38],"have":[6,67],"become":[7],"ever":[8],"popular":[9],"on-line":[10],"business":[11],"practice":[12],"with":[13,23],"increasing":[14],"emphasis":[15],"on":[16,61,123],"modeling":[17],"customer":[18,44],"needs":[19],"providing":[21],"them":[22],"targeted":[24],"or":[25,51,89],"personalized":[26],"solutions":[28],"in":[29,71,80,133,148,156],"real-time":[30],"interaction.":[31],"Almost":[32],"all":[33],"the":[34,78,81,117,165],"commercial":[35],"web":[36],"adopt":[39],"some":[40],"kind":[41],"of":[42,83,158],"simple":[43],"segmentation":[45],"models":[46,58,94,136],"shallow":[48],"pattern":[49],"matching":[50],"rule-based":[52],"techniques":[53,63],"for":[54,100,112],"high":[55],"performance.":[56,119],"The":[57],"built":[59],"based":[60],"these":[62],"though":[64,98],"very":[65,142],"efficient":[66,150],"a":[68,124],"fundamental":[69],"limitation":[70],"their":[72,101],"ability":[73],"to":[74,137],"capture":[75],"explain":[77],"reasoning":[79,151],"process":[82],"determining":[84],"selecting":[86],"appropriate":[87],"services":[88],"products.":[90],"However,":[91],"using":[92],"deep":[93],"(e.g.":[95,110],"semantic":[96,134],"networks),":[97],"desirable":[99],"expressive":[102],"power,":[103],"may":[104],"require":[105],"significantly":[106],"more":[107,149],"computational":[108],"resources":[109],"time)":[111],"reasoning.":[113],"This":[114,120],"can":[115],"compromise":[116],"system":[118],"paper":[121],"reports":[122],"new":[125],"approach":[126],"that":[127],"represents":[128],"uses":[130],"contextual":[131],"information":[132],"net-based":[135],"constrain":[138],"prune":[140],"potentially":[141],"large":[143],"search":[144],"space,":[145],"which":[146],"results":[147],"much":[153],"improved":[154],"performance":[155],"terms":[157],"speed":[159],"selectivity":[161],"as":[162],"evidenced":[163],"by":[164],"evaluation":[166],"results.":[167]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}