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Probabilistic Modeling

2,252 papers

Papers per year

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Papers

A Fast and Accurate Method for Estimating People Flow from Spatiotemporal Population Data IJCAI 2018
Discrete Interventions in Hawkes Processes with Applications in Invasive Species Management IJCAI 2018
Joint Learning of Phenotypes and Diagnosis-Medication Correspondence via Hidden Interaction Tensor Factorization IJCAI 2018
Parameterised Queries and Lifted Query Answering IJCAI 2018
Efficient Localized Inference for Large Graphical Models IJCAI 2018
A Graphical Criterion for Effect Identification in Equivalence Classes of Causal Diagrams IJCAI 2018
Efficient Symbolic Integration for Probabilistic Inference IJCAI 2018
Algorithms for the Nearest Assignment Problem IJCAI 2018
Fast Variational Bayes for Heavy-tailed PLDA Applied to i-vectors and x-vectors INTERSPEECH 2018
Supervised I-vector Modeling - Theory and Applications INTERSPEECH 2018
Principled Selection of Hyperparameters in the Latent Dirichlet Allocation Model JMLR 2018
Uncovering Causality from Multivariate Hawkes Integrated Cumulants JMLR 2018
Post-Regularization Inference for Time-Varying Nonparanormal Graphical Models JMLR 2018
Gaussian Lower Bound for the Information Bottleneck Limit JMLR 2018
A Hidden Absorbing Semi-Markov Model for Informatively Censored Temporal Data: Learning and Inference JMLR 2018
Scalable Bayes via Barycenter in Wasserstein Space JMLR 2018
State-by-state Minimax Adaptive Estimation for Nonparametric Hidden {M}arkov Models JMLR 2018
Kernel Distribution Embeddings: Universal Kernels, Characteristic Kernels and Kernel Metrics on Distributions JMLR 2018
On Semiparametric Exponential Family Graphical Models JMLR 2018
A New and Flexible Approach to the Analysis of Paired Comparison Data JMLR 2018
Scaling up Data Augmentation MCMC via Calibration JMLR 2018
Inference via Low-Dimensional Couplings JMLR 2018
Sparse Estimation in Ising Model via Penalized Monte Carlo Methods JMLR 2018
A Deep Generative Model of Vowel Formant Typology NAACL 2018
Deep Dirichlet Multinomial Regression NAACL 2018