Statistical Learning

Generalization Bounds for Uniformly Stable Algorithms NeurIPS 2018 Generalization Bounds of SGLD for Non-convex Learning: Two Theoretical Viewpoints COLT 2018 Generalized Concomitant Multi-Task Lasso for Sparse Multimodal Regression AISTATS 2018 Generalized Rank-Breaking: Computational and Statistical Tradeoffs JMLR 2018 Goodness-of-Fit Tests for Random Partitions via Symmetric Polynomials JMLR 2018 Group Invariance Principles for Causal Generative Models AISTATS 2018 Higher-order Relation Schema Induction using Tensor Factorization with Back-off and Aggregation ACL 2018 How Many Samples are Needed to Estimate a Convolutional Neural Network? NeurIPS 2018 Implicit Regularization in Nonconvex Statistical Estimation: Gradient Descent Converges Linearly for Phase Retrieval and Matrix Completion ICML 2018 Importance Sampling for Fair Policy Selection IJCAI 2018 Improving Classification of Twitter Behavior During Hurricane Events ACL 2018 Inference in Sparse Graphs with Pairwise Measurements and Side Information AISTATS 2018 Information Theoretic Guarantees for Empirical Risk Minimization with Applications to Model Selection and Large-Scale Optimization ICML 2018 Informative Features for Model Comparison NeurIPS 2018 INSPECTRE: Privately Estimating the Unseen ICML 2018 Is ATIS Too Shallow to Go Deeper for Benchmarking Spoken Language Understanding Models? Interspeech 2018 Iterate Averaging as Regularization for Stochastic Gradient Descent COLT 2018 Iterative Supervised Principal Components AISTATS 2018 Kernel Density Estimation for Dynamical Systems JMLR 2018 Kernel Method for Persistence Diagrams via Kernel Embedding and Weight Factor JMLR 2018 Learning a Mixture of Two Multinomial Logits ICML 2018 Learning and Testing Causal Models with Interventions NeurIPS 2018 Learning Binary Latent Variable Models: A Tensor Eigenpair Approach ICML 2018 Learning Diffusion using Hyperparameters ICML 2018 Learning Distributions of Shape Trajectories From Longitudinal Datasets: A Hierarchical Model on a Manifold of Diffeomorphisms CVPR 2018