Minimax Classification with 0-1 Loss and Performance Guarantees

15 October 2020

Papers citing "Minimax Classification with 0-1 Loss and Performance Guarantees"

12 / 12 papers shown

Title
Reliable Programmatic Weak Supervision with Confidence Intervals for Label ProbabilitiesIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025 Verónica Álvarez Santiago Mazuelas Steven An Sanjoy Dasgupta 68 0 0 05 Aug 2025
On the Hypomonotone Class of Variational Inequalities Khaled Alomar Tatjana Chavdarova 132 0 0 20 Jan 2025
Minimax Forward and Backward Learning of Evolving Tasks with Performance GuaranteesNeural Information Processing Systems (NeurIPS), 2023 Verónica Álvarez Santiago Mazuelas Jose A. Lozano CLL 169 2 0 24 Oct 2023
Efficient Learning of Minimax Risk Classifiers in High DimensionsConference on Uncertainty in Artificial Intelligence (UAI), 2023 Kartheek Bondugula Santiago Mazuelas Aritz Pérez Martínez 107 0 0 11 Jun 2023
Minimax optimal high-dimensional classification using deep neural networks Shuoyang Wang Zuofeng Shang 153 4 0 04 Mar 2023
Solving Constrained Variational Inequalities via a First-order Interior Point-based MethodInternational Conference on Learning Representations (ICLR), 2022 Tong Yang Michael I. Jordan Tatjana Chavdarova 208 11 0 21 Jun 2022
Minimax Classification under Concept Drift with Multidimensional Adaptation and Performance GuaranteesInternational Conference on Machine Learning (ICML), 2022 Verónica Álvarez Santiago Mazuelas Jose A. Lozano 139 5 0 31 May 2022
Deep Neural Network Classifier for Multi-dimensional Functional DataScandinavian Journal of Statistics (Scand. J. Stat.), 2022 Shuoyang Wang Guanqun Cao Zuofeng Shang 156 14 0 17 May 2022
Minimax risk classifiers with 0-1 lossJournal of machine learning research (JMLR), 2022 Santiago Mazuelas Mauricio Romero Peter Grünwald 399 6 0 17 Jan 2022
MRCpy: A Library for Minimax Risk Classifiers Kartheek Bondugula Verónica Álvarez José I. Segovia-Martín Aritz Pérez Martínez Santiago Mazuelas 217 5 0 04 Aug 2021
Generalized Maximum Entropy for Supervised ClassificationIEEE Transactions on Information Theory (IEEE Trans. Inf. Theory), 2020 Santiago Mazuelas Yuan-Chung Shen Aritz Pérez 283 34 0 10 Jul 2020
Adversarial Risk via Optimal Transport and Optimal CouplingsIEEE Transactions on Information Theory (IEEE Trans. Inf. Theory), 2019 Muni Sreenivas Pydi Varun Jog 199 60 0 05 Dec 2019