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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)

Bayesian Image Super-resolution, Continued NIPS 2006
Bayesian Ensemble Learning NIPS 2006
Combining causal and similarity-based reasoning NIPS 2006
Detecting Humans via Their Pose NIPS 2006
Hidden Markov Dirichlet Process: Modeling Genetic Recombination in Open Ancestral Space NIPS 2006
Bayesian Detection of Infrequent Differences in Sets of Time Series with Shared Structure NIPS 2006
Training Conditional Random Fields for Maximum Labelwise Accuracy NIPS 2006
Modeling Dyadic Data with Binary Latent Factors NIPS 2006
Theory and Dynamics of Perceptual Bistability NIPS 2006
Accelerated Variational Dirichlet Process Mixtures NIPS 2006
Temporal Coding using the Response Properties of Spiking Neurons NIPS 2006
A Nonparametric Bayesian Method for Inferring Features From Similarity Judgments NIPS 2006
Hierarchical Dirichlet Processes with Random Effects NIPS 2006
Bayesian Model Scoring in Markov Random Fields NIPS 2006
Temporal and Cross-Subject Probabilistic Models for fMRI Prediction Tasks NIPS 2006
Particle Filtering for Nonparametric Bayesian Matrix Factorization NIPS 2006
Learning Nonparametric Models for Probabilistic Imitation NIPS 2006
Statistical Modeling of Images with Fields of Gaussian Scale Mixtures NIPS 2006
A Probabilistic Algorithm Integrating Source Localization and Noise Suppression of MEG and EEG data NIPS 2006
A Bayesian Approach to Diffusion Models of Decision-Making and Response Time NIPS 2006
A Collapsed Variational Bayesian Inference Algorithm for Latent Dirichlet Allocation NIPS 2006
Dirichlet-Enhanced Spam Filtering based on Biased Samples NIPS 2006
Bayesian Policy Gradient Algorithms NIPS 2006
Optimal Change-Detection and Spiking Neurons NIPS 2006
A Switched Gaussian Process for Estimating Disparity and Segmentation in Binocular Stereo NIPS 2006