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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)

Bat Call Identification with Gaussian Process Multinomial Probit Regression and a Dynamic Time Warping Kernel AISTATS 2014
SMERED: A Bayesian Approach to Graphical Record Linkage and De-duplication AISTATS 2014
Adaptive Variable Clustering in Gaussian Graphical Models AISTATS 2014
Accelerating ABC methods using Gaussian processes AISTATS 2014
A New Approach to Probabilistic Programming Inference AISTATS 2014
Generating Efficient MCMC Kernels from Probabilistic Programs AISTATS 2014
Stochastic Regret Minimization via Thompson Sampling COLT 2014
Belief propagation, robust reconstruction and optimal recovery of block models COLT 2014
Bayesian Active Contours with Affine-Invariant, Elastic Shape Prior CVPR 2014
Iterative Multilevel MRF Leveraging Context and Voxel Information for Brain Tumour Segmentation in MRI CVPR 2014
Beta Process Multiple Kernel Learning CVPR 2014
MAP Visibility Estimation for Large-Scale Dynamic 3D Reconstruction CVPR 2014
Efficient Nonlinear Markov Models for Human Motion CVPR 2014
A Procrustean Markov Process for Non-Rigid Structure Recovery CVPR 2014
Non-Parametric Bayesian Constrained Local Models CVPR 2014
Congruency-Based Reranking CVPR 2014
Tracking on the Product Manifold of Shape and Orientation for Tractography from Diffusion MRI CVPR 2014
Dirichlet-based Histogram Feature Transform for Image Classification CVPR 2014
Color Transfer Using Probabilistic Moving Least Squares CVPR 2014
Bayesian Active Appearance Models CVPR 2014
Interval Tracker: Tracking by Interval Analysis CVPR 2014
Bayesian View Synthesis and Image-Based Rendering Principles CVPR 2014
Aerial Reconstructions via Probabilistic Data Fusion CVPR 2014
Ground Plane Estimation using a Hidden Markov Model CVPR 2014
Thompson Sampling for Complex Online Problems ICML 2014