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Evaluation and deployment of a people-to-people recommender in online dating
conference contribution
posted on 2023-05-23, 09:20 authored by Krzywicki, A, Wobcke, W, Kim, YS, Cai, X, Bain, M, Compton, P, Mahidadia, AThis paper reports on the successful deployment of a people to- people recommender system in a large commercial online dating site. The deployment was the result of thorough evaluation and an online trial of a number of methods, including profile based, collaborative filtering and hybrid algorithms. Results taken a few months after deployment show that key metrics generally hold their value or show an increase compared to the trial results, and that the recommender system delivered its projected benefits.
History
Publication title
Proceedings of the 26th Innovative Applications of Artificial Intelligence Conference 2014Volume
4Editors
D Stracuzzi, D GunningPagination
2914-2921ISBN
978-1-57735-661-5Department/School
School of Information and Communication TechnologyPublisher
AAAI PressPlace of publication
California, USAEvent title
26th Innovative Applications of Artificial Intelligence Conference 2014Event Venue
Quebec, CanadaDate of Event (Start Date)
2014-07-29Date of Event (End Date)
2014-07-31Rights statement
Copyright 2014 Association for the Advancement of Artificial IntelligenceRepository Status
- Restricted