986 citations · 2k across the 50 of their papers we have counts for
Showing 2015Show all
3 papers · 1 filter
stat.ML2015★ 12 cited
Bayesian Poisson Tensor Factorization for Inferring Multilateral Relations from Sparse Dyadic Event Counts
Aaron Schein, John Paisley, David M. Blei +1
We present a Bayesian tensor factorization model for inferring latent group structures from dynamic pairwise interaction patterns. For decades, political scientists have collected…
stat.ML2015★ 1 cited
Stochastic Annealing for Variational Inference
San Gultekin, Aonan Zhang, John Paisley
We empirically evaluate a stochastic annealing strategy for Bayesian posterior optimization with variational inference. Variational inference is a deterministic approach to approxi…
stat.ML2015
A Collaborative Kalman Filter for Time-Evolving Dyadic Processes
San Gultekin, John Paisley
We present the collaborative Kalman filter (CKF), a dynamic model for collaborative filtering and related factorization models. Using the matrix factorization approach to collabora…