Alp Kucukelbir

Publication Activity (10 Years)

Years Active: 2009-2024
Publications (10 Years): 16

Top Topics

Variance Reduction

Variational Inference

Reinforcement Learning

Probabilistic Modeling

Top Venues

Publications

Nicolas Beltran-Velez, Alessandro Antonio Grande, Achille Nazaret, Alp Kucukelbir, David M. Blei
Treeffuser: Probabilistic Predictions via Conditional Diffusions with Gradient-Boosted Trees. CoRR (2024)
Yunhao Tang, Alp Kucukelbir
Hindsight Expectation Maximization for Goal-conditioned Reinforcement Learning. AISTATS (2021)
Yunhao Tang, Krzysztof Choromanski, Alp Kucukelbir
Variance Reduction for Evolution Strategies via Structured Control Variates. AISTATS (2020)
Yunhao Tang, Alp Kucukelbir
Hindsight Expectation Maximization for Goal-conditioned Reinforcement Learning. CoRR (2020)
Yunhao Tang, Krzysztof Choromanski, Alp Kucukelbir
Variance Reduction for Evolution Strategies via Structured Control Variates. CoRR (2019)
Yunhao Tang, Alp Kucukelbir
Variational Deep Q Network. CoRR (2017)
Alp Kucukelbir, Dustin Tran, Rajesh Ranganath, Andrew Gelman, David M. Blei
Automatic Differentiation Variational Inference. J. Mach. Learn. Res. 18 (2017)
Alp Kucukelbir, Yixin Wang, David M. Blei
Evaluating Bayesian Models with Posterior Dispersion Indices. ICML (2017)
Yixin Wang, Alp Kucukelbir, David M. Blei
Robust Probabilistic Modeling with Bayesian Data Reweighting. ICML (2017)
Alp Kucukelbir, David M. Blei
Posterior Dispersion Indices. CoRR (2016)
Dustin Tran, Alp Kucukelbir, Adji B. Dieng, Maja Rudolph, Dawen Liang, David M. Blei
Edward: A library for probabilistic modeling, inference, and criticism. CoRR (2016)
David M. Blei, Alp Kucukelbir, Jon D. McAuliffe
Variational Inference: A Review for Statisticians. CoRR (2016)
Yixin Wang, Alp Kucukelbir, David M. Blei
Reweighted Data for Robust Probabilistic Models. CoRR (2016)
Alp Kucukelbir, Dustin Tran, Rajesh Ranganath, Andrew Gelman, David M. Blei
Automatic Differentiation Variational Inference. CoRR (2016)
Alp Kucukelbir, Rajesh Ranganath, Andrew Gelman, David M. Blei
Automatic Variational Inference in Stan. NIPS (2015)
Alp Kucukelbir, David M. Blei
Population Empirical Bayes. UAI (2015)
Alp Kucukelbir, David M. Blei
Profile Predictive Inference. CoRR (2014)
Alp Kucukelbir, Azadeh Kushki, Konstantinos N. Plataniotis
A new stochastic estimator for tremor frequency tracking. ICASSP (2009)