statistical learning

Precision-Recall versus Accuracy and the Role of Large Data Sets AAAI 2019 Prediction of Spatial Point Processes: Regularized Method with Out-of-Sample Guarantees NeurIPS 2019 Statistical Analysis of Nearest Neighbor Methods for Anomaly Detection NeurIPS 2019 Statistical Learning under Nonstationary Mixing Processes AISTATS 2019 Statistical Learning with a Nuisance Component COLT 2019 An ℓ_∞ Eigenvector Perturbation Bound and Its Application JMLR 2018 Binary Classification with Karmic, Threshold-Quasi-Concave Metrics ICML 2018 Bringing replication and reproduction together with generalisability in NLP: Three reproduction studies for Target Dependent Sentiment Analysis COLING 2018 But How Does It Work in Theory? Linear SVM with Random Features NeurIPS 2018 Concentration inequalities for empirical processes of linear time series JMLR 2018 Data Amplification: A Unified and Competitive Approach to Property Estimation NeurIPS 2018 Differentially Private Change-Point Detection NeurIPS 2018 Effective Acoustic Cue Learning Is Not Just Statistical, It Is Discriminative Interspeech 2018 Efficient First-Order Algorithms for Adaptive Signal Denoising ICML 2018 Fast Rates of ERM and Stochastic Approximation: Adaptive to Error Bound Conditions NeurIPS 2018 Generalization Bounds for Uniformly Stable Algorithms NeurIPS 2018 How Many Samples are Needed to Estimate a Convolutional Neural Network? NeurIPS 2018 Kernel Method for Persistence Diagrams via Kernel Embedding and Weight Factor JMLR 2018 Noise2Noise: Learning Image Restoration without Clean Data ICML 2018 On how complexity affects the stability of a predictor AISTATS 2018 Optimal Errors and Phase Transitions in High-Dimensional Generalized Linear Models COLT 2018 SAFFRON: an Adaptive Algorithm for Online Control of the False Discovery Rate ICML 2018 Sharp Bounds for Generalized Uniformity Testing NeurIPS 2018 Statistical and Computational Trade-Offs in Kernel K-Means NeurIPS 2018 Theoretical Analysis of Cross-Validation for Estimating the Risk of the k-Nearest Neighbor Classifier JMLR 2018