1. A Unified Approach to Collaborative Filtering via Linear Models and Beyond and Sedhain, Suvash PhD Thesis 2017 [PDF]
  2. Low-rank Linear Cold-Start Recommendation from Social Data Sedhain, Suvash, Krishna Menon, Aditya, Sanner, Scott, Xie, Lexing, and Braziunas, Darius AAAI 2017 [PDF]


  1. Practical linear models for large-scale one-class collaborative filtering. Sedhain, Suvash, Bui, Hung, Kawale, Jaya, Vlassis, Nikos, Kveton, Branislav, Krishna Menon, Aditya, Bui, Trung, and Sanner, Scott IJCAI 2016 [PDF]
  2. On the Effectiveness of Linear Models for One-Class Collaborative Filtering Sedhain, Suvash, Krishna Menon, Aditya, Sanner, Scott, and Braziunas, Darius AAAI 2016 [PDF] [Code]


  1. AutoRec: Autoencoders Meet Collaborative Filtering. Sedhain, Suvash, Krishna Menon, Aditya, Sanner, Scott, and Xie, Lexing WWW 2015 [PDF] [Poster] [Code]


  1. Social Collaborative Filtering for Cold-start Recommendations. Sedhain, Suvash, Sanner, Scott, Braziunas, Darius, and Xie, Lexing Recsys 2014 [PDF] [Poster]
  2. Generating recommendations for unfamiliar users by utilizing social side information Sedhain, Suvash, Braziunas, Darius, and Christensen, Jordan US Patent App. 14/320,017 2014


  1. Social Affinity Filtering: Recommendation through Fine-grained Analysis of User Interactions and Activities. Sedhain, Suvash, Sanner, Scott, Xie, Lexing, Kidd, Riley, Tran, Khoi Nguyen, and Christen, Peter COSN 2013 [PDF]