Feature Selection

SQU-CS @ NADI 2022: Dialectal Arabic Identification using One-vs-One Classification with TF-IDF Weights Computed on Character n-grams EMNLP 2022 The Geometry of Uniqueness, Sparsity and Clustering in Penalized Estimation JMLR 2022 Towards a Unified Framework for Uncertainty-aware Nonlinear Variable Selection with Theoretical Guarantees NeurIPS 2022 Training Subset Selection for Weak Supervision NeurIPS 2022 Transfer Learning in Information Criteria-based Feature Selection JMLR 2022 Two Contrasting Data Annotation Paradigms for Subjective NLP Tasks NAACL 2022 VFDS: Variational Foresight Dynamic Selection in Bayesian Neural Networks for Efficient Human Activity Recognition AISTATS 2022 Algorithmic stability and generalization of an unsupervised feature selection algorithm NeurIPS 2021 An Exemplar Selection Algorithm for Native-Nonnative Voice Conversion Interspeech 2021 An Importance Weighted Feature Selection Stability Measure JMLR 2021 Data Processing Matters: SRPH-Konvergen AI’s Machine Translation System for WMT’21 EMNLP 2021 Dynamic Sasvi: Strong Safe Screening for Norm-Regularized Least Squares NeurIPS 2021 Efficient Explanations from Empirical Explainers EMNLP 2021 Finding Relevant Information via a Discrete Fourier Expansion ICML 2021 Hierarchical Information Criterion for Variable Abstraction MLHC 2021 Improving Molecular Graph Neural Network Explainability with Orthonormalization and Induced Sparsity ICML 2021 Integrative Generalized Convex Clustering Optimization and Feature Selection for Mixed Multi-View Data JMLR 2021 Iterative Teaching by Label Synthesis NeurIPS 2021 LassoNet: A Neural Network with Feature Sparsity JMLR 2021 LassoNet: Neural Networks with Feature Sparsity AISTATS 2021 Learning Sparse Classifiers: Continuous and Mixed Integer Optimization Perspectives JMLR 2021 Measuring Dependence with Matrix-based Entropy Functional AAAI 2021 More Powerful and General Selective Inference for Stepwise Feature Selection using Homotopy Method ICML 2021 On Locality of Local Explanation Models NeurIPS 2021 Optimal Minimax Variable Selection for Large-Scale Matrix Linear Regression Model JMLR 2021