{"id":"https://openalex.org/W3134509974","doi":"https://doi.org/10.1145/3437963.3441657","title":"Personalization in Practice: Methods and Applications","display_name":"Personalization in Practice: Methods and Applications","publication_year":2021,"publication_date":"2021-03-06","ids":{"openalex":"https://openalex.org/W3134509974","doi":"https://doi.org/10.1145/3437963.3441657","mag":"3134509974"},"language":"en","primary_location":{"id":"doi:10.1145/3437963.3441657","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3437963.3441657","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 14th ACM International Conference on Web Search and Data Mining","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/A5069739455","display_name":"Dmitri Goldenberg","orcid":"https://orcid.org/0000-0003-4617-2310"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Dmitri Goldenberg","raw_affiliation_strings":["Booking.com, Tel Aviv, Israel"],"affiliations":[{"raw_affiliation_string":"Booking.com, Tel Aviv, Israel","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068046993","display_name":"Kostia Kofman","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kostia Kofman","raw_affiliation_strings":["Booking.com, Tel Aviv, Israel"],"affiliations":[{"raw_affiliation_string":"Booking.com, Tel Aviv, Israel","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016918164","display_name":"Javier Albert","orcid":"https://orcid.org/0009-0005-8439-6464"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Javier Albert","raw_affiliation_strings":["Booking.com, Tel Aviv, Israel"],"affiliations":[{"raw_affiliation_string":"Booking.com, Tel Aviv, Israel","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054252219","display_name":"Sarai Mizrachi","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sarai Mizrachi","raw_affiliation_strings":["Booking.com, Tel Aviv, Israel"],"affiliations":[{"raw_affiliation_string":"Booking.com, Tel Aviv, Israel","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080153209","display_name":"Adam Horowitz","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Adam Horowitz","raw_affiliation_strings":["Booking.com, Tel Aviv, Israel"],"affiliations":[{"raw_affiliation_string":"Booking.com, Tel Aviv, Israel","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5090484243","display_name":"Irene Teinemaa","orcid":"https://orcid.org/0000-0001-8045-8238"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Irene Teinemaa","raw_affiliation_strings":["Booking.com, Amsterdam, Netherlands"],"affiliations":[{"raw_affiliation_string":"Booking.com, Amsterdam, Netherlands","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5069739455"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":9.6392,"has_fulltext":false,"cited_by_count":40,"citation_normalized_percentile":{"value":0.9796807,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1123","last_page":"1126"},"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/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.9886000156402588,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9717000126838684,"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/personalization","display_name":"Personalization","score":0.9046134948730469},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7760353684425354},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5902949571609497},{"id":"https://openalex.org/keywords/entertainment","display_name":"Entertainment","score":0.5500126481056213},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5266468524932861},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.48581957817077637},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.4686683118343353},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.36700260639190674},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.3530290722846985},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.32562777400016785},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.07833340764045715}],"concepts":[{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.9046134948730469},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7760353684425354},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5902949571609497},{"id":"https://openalex.org/C512170562","wikidata":"https://www.wikidata.org/wiki/Q173799","display_name":"Entertainment","level":2,"score":0.5500126481056213},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5266468524932861},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.48581957817077637},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.4686683118343353},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.36700260639190674},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.3530290722846985},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32562777400016785},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.07833340764045715},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3437963.3441657","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3437963.3441657","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 14th ACM International Conference on Web Search and Data Mining","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.550000011920929}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":50,"referenced_works":["https://openalex.org/W582134693","https://openalex.org/W1992391624","https://openalex.org/W2054141820","https://openalex.org/W2061212083","https://openalex.org/W2071468265","https://openalex.org/W2097118035","https://openalex.org/W2162979096","https://openalex.org/W2183376419","https://openalex.org/W2223495811","https://openalex.org/W2295739661","https://openalex.org/W2475334473","https://openalex.org/W2512965516","https://openalex.org/W2515446608","https://openalex.org/W2574176377","https://openalex.org/W2604212920","https://openalex.org/W2604662567","https://openalex.org/W2624816748","https://openalex.org/W2723293840","https://openalex.org/W2773640334","https://openalex.org/W2789084759","https://openalex.org/W2790955711","https://openalex.org/W2810397803","https://openalex.org/W2893370267","https://openalex.org/W2894118486","https://openalex.org/W2908054697","https://openalex.org/W2912297727","https://openalex.org/W2912546609","https://openalex.org/W2913633848","https://openalex.org/W2916904544","https://openalex.org/W2945805677","https://openalex.org/W2951641587","https://openalex.org/W2963085847","https://openalex.org/W2971057144","https://openalex.org/W2984100107","https://openalex.org/W2985924367","https://openalex.org/W2994850640","https://openalex.org/W2998737049","https://openalex.org/W3001202326","https://openalex.org/W3006992011","https://openalex.org/W3015974343","https://openalex.org/W3027127206","https://openalex.org/W3049690396","https://openalex.org/W3080616601","https://openalex.org/W3080837820","https://openalex.org/W3087912179","https://openalex.org/W3088731664","https://openalex.org/W3093597056","https://openalex.org/W3103244292","https://openalex.org/W3106521244","https://openalex.org/W4205621617"],"related_works":["https://openalex.org/W4390273403","https://openalex.org/W4386781444","https://openalex.org/W4246980185","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/W2141531133"],"abstract_inverted_index":{"Personalization":[0],"is":[1],"one":[2,140],"of":[3,42,69,113,141],"the":[4,58,126,142],"key":[5],"applications":[6,38,65],"in":[7,66,125],"machine":[8,24],"learning":[9,25],"with":[10,83,87],"widespread":[11],"usage":[12],"across":[13,57],"e-commerce,":[14],"entertainment,":[15],"production,":[16],"healthcare":[17],"and":[18,31,36,49,61,80,90,96,105,116,128],"many":[19],"other":[20],"industries.":[21],"While":[22],"various":[23],"techniques":[26],"present":[27],"novel":[28,43],"state-of-the-art":[29],"advances":[30,56,124],"super-human":[32],"performance":[33],"year-over-year,":[34],"personalization":[35,59,137],"recommender-systems":[37],"are":[39,85,108],"often":[40],"late-adopters":[41],"solutions":[44],"due":[45],"to":[46],"problem":[47],"hardness":[48],"implementation":[50,97],"complexity.":[51],"This":[52],"tutorial":[53,120],"presents":[54],"recent":[55,123],"industry":[60],"demonstrates":[62],"their":[63,93],"practical":[64],"real":[67,88],"case-studies":[68],"world-leading":[70],"online":[71,145],"platforms.":[72],"Key":[73],"trends":[74],"such":[75],"as":[76],"deep":[77],"learning,":[78],"causality":[79],"active":[81],"exploration":[82],"bandits":[84],"depicted":[86],"examples":[89],"demonstrated":[91],"alongside":[92],"business":[94],"considerations":[95],"challenges.Rising":[98],"topics":[99],"like":[100],"explainability,":[101],"fairness,":[102],"natural":[103],"interfaces":[104],"content":[106],"generation":[107],"covered,":[109],"touching":[110],"on":[111,122,129,139],"aspects":[112],"both":[114],"technology":[115],"user":[117],"experience.":[118],"Our":[119],"relies":[121],"field":[127],"work":[130],"conducted":[131],"at":[132],"Booking.com,":[133],"where":[134],"we":[135],"implement":[136],"models":[138],"world's":[143],"leading":[144],"travel":[146],"platform.":[147]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":8}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
