Movatterモバイル変換


[0]ホーム

URL:


Jump to content
WikipediaThe Free Encyclopedia
Search

ACM Conference on Recommender Systems

From Wikipedia, the free encyclopedia
Academic conference series
ACM Conference on Recommender Systems
AbbreviationRecSys
DisciplineRecommender Systems
Publication details
PublisherACM
History2007–present
FrequencyAnnual

ACM Conference on Recommender Systems (ACM RecSys) is an A-ranked[1] peer-reviewed academic conference series aboutrecommender systems. It is held annually in different locations,[2] and organized by different organizers, but a Steering Committee[3] supervises the organization. The conference proceedings are published by theAssociation for Computing Machinery.[4] Acceptance rates for full papers are typically below 20%.[5] This conference series focuses on issues such asalgorithms,machine learning,human-computer interaction, anddata science from amulti-disciplinary perspective. The conference community includescomputer scientists,statisticians,social scientists,psychologists, and others.

The conference is sponsored every year by ten to 20Big Tech companies such asAmazon,Netflix,Meta,Nvidia,Microsoft,Google, andSpotify.[6]

While anacademic conference, RecSys attracts many practitioners and industry researchers, with industry attendance making up the majority of attendees,[7] this is also reflected in the authorship of research papers.[8] Many works published at the conference have direct impact on recommendation and personalization practice in industry[9][10][11] affecting millions of users.

Recommender systems are pervasive in online systems, the conference provides opportunities for researchers and practitioners to address specific problems in various workshops in conjunction with the conference, topics include responsible recommendation,[12] causal reasoning,[13] and others. The workshop themes follow recent developments in the broader machine learning and human-computer interaction topics.

The conference is the host of the ACMRecSys Challenge, a yearly competition in the spirit of theNetflix Prize focussing on a specific recommendation problem. The Challenge has been organized by companies such asTwitter,[14] andSpotify.[15] Participation in the challenge is open to everyone and participation in it has become a means of showcasing ones skills in recommendations,[16][17] similar toKaggle competitions.

Notable Events

[edit]

Netflix Prize, 2009

[edit]

TheNetflix Prize was a recommendation challenge organized byNetflix between 2006 and 2009. Shortly prior to ACM RecSys 2009, the winners of the Netflix Prize were announced.[18][19] At the 2009 conference, members of the winning team (Bellkor's Pragmatich Chaos) as well as representatives from Netflix convened in a panel on the lessons learnt from the Netflix Prize[20]

ByteDance Paper, 2022

[edit]

In 2022, at one of the workshops at the conference, a paper fromByteDance,[21] the company behindTikTok, described in detail how a recommendation algorithm for video worked. While the paper did not point out the algorithm as the one that generates TikTok's recommendations, the paper received significant attention in technology-focused media.[22][23][24][25]

List of conferences

[edit]

Past and future RecSys conferences include:

YearLocationDateGeneral ChairsLink
2025Prague, Czech RepublicSeptember 22-26Mária Bieliková,Pavel Kordik,Markus SchedlWebsite
2024Bari, ItalyOctober 14-18Pasquale Lops,Tommaso Di NoiaWebsite
2023SingaporeSeptember 18-22Jie Zhang,Li Chen,Shlomo BerkovskyWebsite
2022Seattle, WA, USA andonlineSeptember 18-23Jen Golbeck,Max Harper,Vanessa MurdockWebsite
2021Amsterdam, the Netherlands andonlineSeptember 27 - October 1Martha Larson,Martijn Willemsen,Humberto CoronaWebsite
2020OnlineSeptember 22-26Leandro Balby Marinho,Rodrygo SantosWebsite
2019Copenhagen, DenmarkSeptember 16-20Toine Bogers,Alan SaidWebsite
2018Vancouver, CanadaOctober 2-7Sole Pera,Michael EkstrandWebsite
2017 Cernobbio, ItalyAugust 27-31Paolo Cremonesi,Francesco RicciWebsite
2016Boston, MA, USASeptember 15-19Werner Geyer,Shilad SenWebsite
2015Vienna, AustriaSeptember 16-20Hannes Werthner [de],Markus ZankerWebsite
2014 Foster City, CA, USAOctober 6-10Alfred Kobsa,Michelle ZhouWebsite
2013Hong Kong, ChinaOctober 12-16Irwin King,Qiang Yang,Qing LiWebsite
2012Dublin, IrelandSeptember 9-13Pádraig Cunningham,Neil HurleyWebsite
2011 Chicago, IL, USAOctober 23-27Bamshad Mobasher,Robin BurkeWebsite
2010Barcelona, SpainSeptember 26-30Xavier Amatriain,Marc TorrensWebsite
2009New York, NY, USAOctober 11-15Lawrence Bergman,Alexander TuzhilinWebsite
2008Lausanne, SwitzerlandOctober 23-25Pearl PuWebsite
2007 Minneapolis, MN, USASeptember 19-20 Joe KonstanWebsite

Key Numbers and History

[edit]
ACM RecSys Conference Stats (Acceptance Rates; Submissions; ...)


The ACM Recommender Systems Conference (RecSys) has experienced significant growth since its first event in 2007.[2][26] The number of paper submissions has steadily increased over the years. From an initial 35 submissions in 2007, the conference has seen over 250 submissions annually in recent years. While the number of submissions has increased, the conference's acceptance rate has become more selective, declining from 46% in its inaugural year to a range of 17-24% in more recent editions.

References

[edit]
  1. ^"ACM RecSys Conference Ranking by CORE".portal.core.edu.au. Retrieved2024-11-18.
  2. ^ab"RecSys – ACM Recommender Systems".RecSys. Retrieved2024-11-22.
  3. ^"RecSys – ACM Recommender Systems".RecSys. Retrieved2024-11-22.
  4. ^"RECSYS Conference - Proceedings".ACM Digital Library. Retrieved2024-11-22.
  5. ^"RecSys – ACM Recommender Systems".RecSys. Retrieved2024-11-18.
  6. ^"2023 ACM RecSys Conference with the lowest number of industry sponsors since 2015 – RS_c". Retrieved2024-11-18.
  7. ^"RecSys 2020 Welcome Session".YouTube. 19 October 2020. Retrieved2022-09-26.
  8. ^"TD Bank creates AI-powered Spotify playlist to win contest". Archived from the original on July 31, 2018. Retrieved2022-09-26.
  9. ^"Wie entwickelt das ZDF Empfehlungsalgorithmen?" (in German). 15 May 2022. Retrieved2022-09-26.
  10. ^"Διεθνής διάκριση ερευνητικής ομάδας του ΕΛΜΕΠΑ στο διαγωνισμό πληροφορικής του RecSys" (in Greek). September 2022. Retrieved2022-09-26.
  11. ^"Reverse Engineering The YouTube Algorithm: Part II". 16 February 2017. Retrieved2022-09-26.
  12. ^Simonite, Tom."The People Trying to Make Internet Recommendations Less Toxic".Wired. Retrieved2022-09-27.
  13. ^"New workshop to help bring causal reasoning to recommendation systems". 23 June 2022.
  14. ^"RecSys Challenge 2021". Retrieved2022-09-08.
  15. ^"RecSys Challenge 2018". Retrieved2022-09-08.
  16. ^"Inside TD's AI play: How Layer 6's technology hopes to improve old-fashioned banking advice".The Globe and Mail. 19 April 2019. Retrieved2022-09-27.
  17. ^"TD's Layer 6 wins Spotify RecSys Challenge 2018". Retrieved2023-02-13.
  18. ^Buskirk, Eliot Van."BellKor's Pragmatic Chaos Wins $1 Million Netflix Prize by Mere Minutes".Wired. Retrieved2023-02-13.
  19. ^Buskirk, Eliot Van."How the Netflix Prize Was Won".Wired. Retrieved2023-02-13.
  20. ^"RecSys 2009 Program". Retrieved2023-02-13.
  21. ^Liu, Zhuoran; Zou, Leqi; Zou, Xuan; Wang, Caihua; Zhang, Biao; Tang, Da; Zhu, Bolin; Zhu, Yijie; Wu, Peng; Wang, Ke; Cheng, Youlong (2022). "Monolith: Real Time Recommendation System With Collisionless Embedding Table".arXiv:2209.07663 [cs.IR].
  22. ^"#2 How TikTok Real Time Recommendation algorithm scales to billions?". Retrieved2023-02-13.
  23. ^"Computer Science Researchers at Bytedance Developed Monolith: a Collisionless Optimised Embedding Table for Deep Learning-Based Real-Time Recommendations in a Memory-Efficient Way". 14 November 2022. Retrieved2023-02-13.
  24. ^"Paper Review Monolith: Towards Better Recommendation Systems". 6 December 2022. Retrieved2023-02-13.
  25. ^"CHINA'S BYTEDANCE INTROS DIFFERENT APPROACH TO RECOMMENDATION AT SCALE". 26 September 2022. Retrieved2023-02-13.
  26. ^"Stats on Submitted & Accepted Papers and Acceptance Rate at the ACM Recommender Systems Conference until 2023 – RS_c". Retrieved2024-11-22.

External links

[edit]
Special Interest Groups
Awards
ACM
SIGs
Publications
Conferences
Educational programs
Retrieved from "https://en.wikipedia.org/w/index.php?title=ACM_Conference_on_Recommender_Systems&oldid=1324358227"
Categories:
Hidden categories:

[8]ページ先頭

©2009-2026 Movatter.jp