{"id":"https://openalex.org/W2515520555","doi":"https://doi.org/10.1145/2959100.2959174","title":"Using Navigation to Improve Recommendations in Real-Time","display_name":"Using Navigation to Improve Recommendations in Real-Time","publication_year":2016,"publication_date":"2016-09-01","ids":{"openalex":"https://openalex.org/W2515520555","doi":"https://doi.org/10.1145/2959100.2959174","mag":"2515520555"},"language":"en","primary_location":{"id":"doi:10.1145/2959100.2959174","is_oa":true,"landing_page_url":"https://doi.org/10.1145/2959100.2959174","pdf_url":"http://dl.acm.org/ft_gateway.cfm?id=2959174&type=pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 10th ACM Conference on Recommender Systems","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"http://dl.acm.org/ft_gateway.cfm?id=2959174&type=pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5023917342","display_name":"Chao-Yuan Wu","orcid":"https://orcid.org/0000-0002-5690-8865"},"institutions":[{"id":"https://openalex.org/I86519309","display_name":"The University of Texas at Austin","ror":"https://ror.org/00hj54h04","country_code":"US","type":"education","lineage":["https://openalex.org/I86519309"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Chao-Yuan Wu","raw_affiliation_strings":["UT Austin, Austin, TX, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UT Austin, Austin, TX, USA","institution_ids":["https://openalex.org/I86519309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000238954","display_name":"Christopher Alvino","orcid":null},"institutions":[{"id":"https://openalex.org/I869089601","display_name":"Netflix (United States)","ror":"https://ror.org/0197qw696","country_code":"US","type":"company","lineage":["https://openalex.org/I869089601"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Christopher V. Alvino","raw_affiliation_strings":["Netflix, Los Gatos, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Netflix, Los Gatos, CA, USA","institution_ids":["https://openalex.org/I869089601"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000245150","display_name":"Alexander J. Smola","orcid":"https://orcid.org/0000-0002-7963-4721"},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alexander J. Smola","raw_affiliation_strings":["Carnegie Mellon University, Pittsburgh, PA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010131127","display_name":"Justin Basilico","orcid":"https://orcid.org/0000-0002-3005-5200"},"institutions":[{"id":"https://openalex.org/I869089601","display_name":"Netflix (United States)","ror":"https://ror.org/0197qw696","country_code":"US","type":"company","lineage":["https://openalex.org/I869089601"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Justin Basilico","raw_affiliation_strings":["Netflix, Los Gatos, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Netflix, Los Gatos, CA, USA","institution_ids":["https://openalex.org/I869089601"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5023917342"],"corresponding_institution_ids":["https://openalex.org/I86519309"],"apc_list":null,"apc_paid":null,"fwci":3.4529,"has_fulltext":true,"cited_by_count":25,"citation_normalized_percentile":{"value":0.93590945,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"341","last_page":"348"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9998999834060669,"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":0.9998999834060669,"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/T11439","display_name":"Video Analysis and Summarization","score":0.9860000014305115,"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/T10286","display_name":"Information Retrieval and Search Behavior","score":0.9807999730110168,"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/personalization","display_name":"Personalization","score":0.8901650905609131},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8224561214447021},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.718048095703125},{"id":"https://openalex.org/keywords/latency","display_name":"Latency (audio)","score":0.6055086255073547},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.5377768278121948},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.46728357672691345},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.41471758484840393},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.32874977588653564},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.15518182516098022},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.07263690233230591}],"concepts":[{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.8901650905609131},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8224561214447021},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.718048095703125},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.6055086255073547},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.5377768278121948},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.46728357672691345},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.41471758484840393},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.32874977588653564},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.15518182516098022},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.07263690233230591}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/2959100.2959174","is_oa":true,"landing_page_url":"https://doi.org/10.1145/2959100.2959174","pdf_url":"http://dl.acm.org/ft_gateway.cfm?id=2959174&type=pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 10th ACM Conference on Recommender Systems","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/2959100.2959174","is_oa":true,"landing_page_url":"https://doi.org/10.1145/2959100.2959174","pdf_url":"http://dl.acm.org/ft_gateway.cfm?id=2959174&type=pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 10th ACM Conference on Recommender Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2515520555.pdf","grobid_xml":"https://content.openalex.org/works/W2515520555.grobid-xml"},"referenced_works_count":26,"referenced_works":["https://openalex.org/W1976874539","https://openalex.org/W2038385982","https://openalex.org/W2043382629","https://openalex.org/W2054553473","https://openalex.org/W2055421030","https://openalex.org/W2067777966","https://openalex.org/W2085040216","https://openalex.org/W2094286023","https://openalex.org/W2099586447","https://openalex.org/W2099768249","https://openalex.org/W2106630408","https://openalex.org/W2106817091","https://openalex.org/W2112856797","https://openalex.org/W2115321629","https://openalex.org/W2117079628","https://openalex.org/W2120166550","https://openalex.org/W2120889650","https://openalex.org/W2123427850","https://openalex.org/W2135505871","https://openalex.org/W2142972908","https://openalex.org/W2150137742","https://openalex.org/W2153082595","https://openalex.org/W2160368229","https://openalex.org/W2210543184","https://openalex.org/W2295739661","https://openalex.org/W6674806636"],"related_works":["https://openalex.org/W4390273403","https://openalex.org/W4386781444","https://openalex.org/W2150182025","https://openalex.org/W3092950680","https://openalex.org/W3197542405","https://openalex.org/W3125580266","https://openalex.org/W44246808","https://openalex.org/W4317039510","https://openalex.org/W4238861846","https://openalex.org/W2141531133"],"abstract_inverted_index":{"Implicit":[0],"feedback":[1],"is":[2,45],"a":[3,26,40],"key":[4],"source":[5],"of":[6,21,36],"information":[7],"for":[8,39],"many":[9],"recommendation":[10,27],"and":[11,23,32],"personalization":[12,38],"approaches.":[13],"However,":[14],"using":[15],"it":[16],"typically":[17],"requires":[18],"multiple":[19],"episodes":[20],"interaction":[22],"roundtrips":[24],"to":[25],"engine.":[28],"This":[29],"adds":[30],"latency":[31],"neglects":[33],"the":[34,43],"opportunity":[35],"immediate":[37],"user":[41,44],"while":[42],"navigating":[46],"recommendations.":[47]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":2}],"updated_date":"2026-04-28T14:05:53.105641","created_date":"2025-10-10T00:00:00"}
