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Probabilistic Modeling

2,599 papers

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Papers

Layerwise Systematic Scan: Deep Boltzmann Machines and Beyond AISTATS 2018
Integral Transforms from Finite Data: An Application of Gaussian Process Regression to Fourier Analysis AISTATS 2018
Learning Determinantal Point Processes in Sublinear Time AISTATS 2018
Gaussian Process Subset Scanning for Anomalous Pattern Detection in Non-iid Data AISTATS 2018
Delayed Sampling and Automatic Rao-Blackwellization of Probabilistic Programs AISTATS 2018
Semi-Supervised Prediction-Constrained Topic Models AISTATS 2018
Bayesian Nonparametric Poisson-Process Allocation for Time-Sequence Modeling AISTATS 2018
Learning Structural Weight Uncertainty for Sequential Decision-Making AISTATS 2018
Optimality of Approximate Inference Algorithms on Stable Instances AISTATS 2018
Differentially Private Regression with Gaussian Processes AISTATS 2018
Structured Factored Inference for Probabilistic Programming AISTATS 2018
Scalable Generalized Dynamic Topic Models AISTATS 2018
Bayesian Structure Learning for Dynamic Brain Connectivity AISTATS 2018
Reparameterizing the Birkhoff Polytope for Variational Permutation Inference AISTATS 2018
Turing: A Language for Flexible Probabilistic Inference AISTATS 2018
Data-Efficient Reinforcement Learning with Probabilistic Model Predictive Control AISTATS 2018
Parallel and Distributed MCMC via Shepherding Distributions AISTATS 2018
Matrix-normal models for fMRI analysis AISTATS 2018
Assessing Quality Estimation Models for Sentence-Level Prediction COLING 2018
Learning from Measurements in Crowdsourcing Models: Inferring Ground Truth from Diverse Annotation Types COLING 2018
Real-time Change Point Detection using On-line Topic Models COLING 2018
Sensitivity to Input Order: Evaluation of an Incremental and Memory-Limited Bayesian Cross-Situational Word Learning Model COLING 2018
Can Rumour Stance Alone Predict Veracity? COLING 2018
Log-concave sampling: Metropolis-Hastings algorithms are fast! COLT 2018
The Mean-Field Approximation: Information Inequalities, Algorithms, and Complexity COLT 2018