Bayesian & Probabilistic

DMC: A Distributed Model Counter IJCAI 2018 Double Joint Bayesian Modeling of DNN Local I-Vector for Text Dependent Speaker Verification with Random Digit Strings Interspeech 2018 Dynamic Bayesian Logistic Matrix Factorization for Recommendation with Implicit Feedback IJCAI 2018 Dynamic Network Model from Partial Observations NeurIPS 2018 Efficient Bayesian Inference of Sigmoidal Gaussian Cox Processes JMLR 2018 Efficient Bayesian Methods for Counting Processes in Partially Observable Environments AISTATS 2018 Efficiently Sampling from Underlying Models RSS 2018 ELFI: Engine for Likelihood-Free Inference JMLR 2018 End-to-End Learning for the Deep Multivariate Probit Model ICML 2018 Error Modeling via Asymmetric Laplace Distribution for Deep Neural Network Based Single-Channel Speech Enhancement Interspeech 2018 Exact learning augmented naive Bayes classifier PGM 2018 Exploiting Graph Regularized Multi-dimensional Hawkes Processes for Modeling Events with Spatio-temporal Characteristics IJCAI 2018 Exponentiated Strongly Rayleigh Distributions NeurIPS 2018 Extracting Job Title Hierarchy from Career Trajectories: A Bayesian Perspective IJCAI 2018 FACTS: A Hierarchical Task-based Control Model of Speech Incorporating Sensory Feedback Interspeech 2018 Faithful Inversion of Generative Models for Effective Amortized Inference NeurIPS 2018 Fast Estimation of Causal Interactions using Wold Processes NeurIPS 2018 Fast Greedy MAP Inference for Determinantal Point Process to Improve Recommendation Diversity NeurIPS 2018 Feature-correlation-aware Gaussian Process Latent Variable Model ACML 2018 Finding Optimal Bayesian Networks with Local Structure PGM 2018 Flipout: Efficient Pseudo-Independent Weight Perturbations on Mini-Batches ICLR 2018 Formal Verification of Bayesian Network Classifiers PGM 2018 Full Bayesian Hidden Markov Model Variational Autoencoder for Acoustic Unit Discovery Interspeech 2018 Gamma-Poisson Dynamic Matrix Factorization Embedded with Metadata Influence NeurIPS 2018 Gauged Mini-Bucket Elimination for Approximate Inference AISTATS 2018