Improved Neighborhood-based Collaborative Filtering

Numerical optimization

2021 • 14,743 citations

Toward the next generation of recommender systems: a survey of the state-of-the-art and possible extensions

2005 • 9,893 citations

Item-based collaborative filtering recommendation algorithms

2001 • 8,505 citations

Amazon.com recommendations: item-to-item collaborative filtering

2003 • 5,157 citations

Using collaborative filtering to weave an information tapestry

1992 • 4,012 citations

An Algorithmic Framework for Performing Collaborative Filtering

2017 • 2,550 citations

GroupLens

1997 • 2,400 citations

Restricted Boltzmann machines for collaborative filtering

2007 • 1,862 citations

Untitled

2001 • 1,425 citations

The Netflix Prize

2007 • 1,201 citations

Data Analysis Using Stein's Estimator and its Generalizations

1975 • 825 citations

Unifying user-based and item-based collaborative filtering approaches by similarity fusion

2006 • 815 citations

Modeling relationships at multiple scales to improve accuracy of large recommender systems

2007 • 369 citations