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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)

Exponential Integration for Hamiltonian Monte Carlo ICML 2015
Manifold-valued Dirichlet Processes ICML 2015
Non-Gaussian Discriminative Factor Models via the Max-Margin Rank-Likelihood ICML 2015
Nested Sequential Monte Carlo Methods ICML 2015
Metadata Dependent Mondrian Processes ICML 2015
Controversy in mechanistic modelling with Gaussian processes ICML 2015
An Empirical Study of Stochastic Variational Inference Algorithms for the Beta Bernoulli Process ICML 2015
Weight Uncertainty in Neural Network ICML 2015
Large-scale Distributed Dependent Nonparametric Trees ICML 2015
Predictive Entropy Search for Bayesian Optimization with Unknown Constraints ICML 2015
Harmonic Exponential Families on Manifolds ICML 2015
Scalable Variational Inference in Log-supermodular Models ICML 2015
Variational Inference for Gaussian Process Modulated Poisson Processes ICML 2015
Probabilistic Backpropagation for Scalable Learning of Bayesian Neural Networks ICML 2015
Bayesian Multiple Target Localization ICML 2015
Variational Generative Stochastic Networks with Collaborative Shaping ICML 2015
A Multitask Point Process Predictive Model ICML 2015
A Hybrid Approach for Probabilistic Inference using Random Projections ICML 2015
Scalable Nonparametric Bayesian Inference on Point Processes with Gaussian Processes ICML 2015
Distributed Inference for Dirichlet Process Mixture Models ICML 2015
Privacy for Free: Posterior Sampling and Stochastic Gradient Monte Carlo ICML 2015
A trust-region method for stochastic variational inference with applications to streaming data ICML 2015
Inference in a Partially Observed Queuing Model with Applications in Ecology ICML 2015
Pushing Forward Marginal MAP with Best-First Search IJCAI 2015
Discrete Restricted Boltzmann Machines JMLR 2015