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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)

Optimality of Universal Bayesian Sequence Prediction for General Loss and Alphabet JMLR 2003
Energy-Based Models for Sparse Overcomplete Representations JMLR 2003
Learning Equivalence Classes of Bayesian-Network Structures JMLR 2002
PAC-Bayesian Generalisation Error Bounds for Gaussian Process Classification JMLR 2002
Optimal Structure Identification With Greedy Search JMLR 2002
Learning Probabilistic Models of Link Structure JMLR 2002
The Representational Power of Discrete Bayesian Networks JMLR 2002
Bayes Point Machines JMLR 2001
Class-Based Probability Estimation Using a Semantic Hierarchy NAACL 2001
Learning with Mixtures of Trees JMLR 2000