Graphical Models

Targeted Fused Ridge Estimation of Inverse Covariance Matrices from Multiple High-Dimensional Data Classes JMLR 2020 TellTail: Fast Scoring and Detection of Dense Subgraphs AAAI 2020 The Hawkes Edge Partition Model for Continuous-time Event-based Temporal Networks UAI 2020 The Potts-Ising model for discrete multivariate data NeurIPS 2020 Understanding and Improving Proximity Graph Based Maximum Inner Product Search AAAI 2020 Visual Relationship Detection with Low Rank Non-Negative Tensor Decomposition AAAI 2020 A Hybrid Approach to Acoustic Scene Classification Based on Universal Acoustic Models Interspeech 2019 A Kernel Multiple Change-point Algorithm via Model Selection JMLR 2019 Approximate Inference in Structured Instances with Noisy Categorical Observations UAI 2019 A recurrent Markov state-space generative model for sequences AISTATS 2019 Bayesian Joint Estimation of Multiple Graphical Models NeurIPS 2019 Belief Propagation: Accurate Marginals or Accurate Partition Function – Where is the Difference? UAI 2019 Bottleneck Potentials in Markov Random Fields ICCV 2019 Characterization and Learning of Causal Graphs with Latent Variables from Soft Interventions NeurIPS 2019 Combining Generative and Discriminative Models for Hybrid Inference NeurIPS 2019 Community Focusing: Yet Another Query-Dependent Community Detection AAAI 2019 Compiling Bayesian Network Classifiers into Decision Graphs AAAI 2019 Conditional Preference Network with Constraints and Uncertainty IJCAI 2019 Convergence of Gaussian Belief Propagation Under General Pairwise Factorization: Connecting Gaussian MRF with Pairwise Linear Gaussian Model JMLR 2019 Counting and Sampling from Markov Equivalent DAGs Using Clique Trees AAAI 2019 Counting the Optimal Solutions in Graphical Models NeurIPS 2019 CrowdPose: Efficient Crowded Scenes Pose Estimation and a New Benchmark CVPR 2019 Direct Estimation of Differential Functional Graphical Models NeurIPS 2019 Efficient Near-Optimal Testing of Community Changes in Balanced Stochastic Block Models NeurIPS 2019 Efficient Search-Based Weighted Model Integration UAI 2019