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Bayesian & Probabilistic

4,335 papers (2 classified directly here)

Subtopics

Probabilistic Modeling (2,599) Bayesian Learning (1,663) Bayesian Inference (523) Variational Inference (107) Gaussian Processes (6) Bayesian Networks (5)

Papers per year

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Papers (including subtopics)

Enumerating Equivalence Classes of Bayesian Networks using EC Graphs AISTATS 2016
Probabilistic Approximate Least-Squares AISTATS 2016
Approximate Inference Using DC Programming For Collective Graphical Models AISTATS 2016
Sequential Inference for Deep Gaussian Process AISTATS 2016
Scalable MCMC for Mixed Membership Stochastic Blockmodels AISTATS 2016
Non-Stationary Gaussian Process Regression with Hamiltonian Monte Carlo AISTATS 2016
A Fixed-Point Operator for Inference in Variational Bayesian Latent Gaussian Models AISTATS 2016
Variational Gaussian Copula Inference AISTATS 2016
Globally Sparse Probabilistic PCA AISTATS 2016
Provable Bayesian Inference via Particle Mirror Descent AISTATS 2016
Non-negative Matrix Factorization for Discrete Data with Hierarchical Side-Information AISTATS 2016
Unbounded Bayesian Optimization via Regularization AISTATS 2016
Efficient Sampling for k-Determinantal Point Processes AISTATS 2016
Discriminative Structure Learning of Arithmetic Circuits AISTATS 2016
A Bayesian model for joint word alignment and part-of-speech transfer COLING 2016
Probabilistic Prototype Model for Serendipitous Property Mining COLING 2016
A Joint Sentiment-Target-Stance Model for Stance Classification in Tweets COLING 2016
Structured Generative Models of Continuous Features for Word Sense Induction COLING 2016
Monte Carlo Markov Chain Algorithms for Sampling Strongly Rayleigh Distributions and Determinantal Point Processes COLT 2016
Reinforcement Learning of POMDPs using Spectral Methods COLT 2016
Regret Analysis of the Finite-Horizon Gittins Index Strategy for Multi-Armed Bandits COLT 2016
Latent Variable Graphical Model Selection Using Harmonic Analysis: Applications to the Human Connectome Project (HCP) CVPR 2016
A Probabilistic Collaborative Representation Based Approach for Pattern Classification CVPR 2016
Online Learning With Bayesian Classification Trees CVPR 2016
RAID-G: Robust Estimation of Approximate Infinite Dimensional Gaussian With Application to Material Recognition CVPR 2016