Binary Classification with Karmic, Threshold-Quasi-Concave Metrics

Binary Classification with Karmic, Threshold-Quasi-Concave Metrics

2 June 2018

Oluwasanmi Koyejo

Pradeep Ravikumar

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Papers citing "Binary Classification with Karmic, Threshold-Quasi-Concave Metrics"

19 / 19 papers shown

Title
An Efficient Plugin Method for Metric Optimization of Black-Box Models Siddartha Devic Nurendra Choudhary Anirudh Srinivasan Sahika Genc Branislav Kveton Gaurush Hiranandani 131 0 0 03 Mar 2025
Robust performance metrics for imbalanced classification problems H. Holzmann Bernhard Klar 67 2 0 11 Apr 2024
Evaluation Metrics for Object Detection for Autonomous Systems Apurva Badithela Tichakorn Wongpiromsarn R. Murray 64 6 0 19 Oct 2022
Fair learning with Wasserstein barycenters for non-decomposable performance measures Solenne Gaucher Nicolas Schreuder Evgenii Chzhen 155 16 0 01 Sep 2022
Fairness-aware Model-agnostic Positive and Unlabeled Learning Ziwei Wu Jingrui He FaML 152 13 0 19 Jun 2022
Implicit Rate-Constrained Optimization of Non-decomposable Objectives Abhishek Kumar Harikrishna Narasimhan Andrew Cotter 154 11 0 23 Jul 2021
Training Over-parameterized Models with Non-decomposable Objectives Harikrishna Narasimhan A. Menon 96 13 0 09 Jul 2021
Optimal Binary Classification Beyond Accuracy Shashank Singh Justin Khim FaML 110 9 0 05 Jul 2021
Leveraging Classification Metrics for Quantitative System-Level Analysis with Temporal Logic Specifications Apurva Badithela Tichakorn Wongpiromsarn R. Murray 73 9 0 16 May 2021
Optimizing Black-box Metrics with Iterative Example Weighting Gaurush Hiranandani Jatin Mathur Harikrishna Narasimhan M. M. Fard Oluwasanmi Koyejo NoLa 108 7 0 18 Feb 2021
A Symmetric Loss Perspective of Reliable Machine Learning Nontawat Charoenphakdee Jongyeong Lee Masashi Sugiyama 122 0 0 05 Jan 2021
Fairness with Overlapping Groups Forest Yang Moustapha Cissé Oluwasanmi Koyejo FaML 95 22 0 24 Jun 2020
Optimizing Black-box Metrics with Adaptive Surrogates Qijia Jiang Olaoluwa Adigun Harikrishna Narasimhan M. M. Fard Maya R. Gupta 65 18 0 20 Feb 2020
Learning Only from Relevant Keywords and Unlabeled Documents Nontawat Charoenphakdee Jongyeong Lee Yiping Jin Dittaya Wanvarie Masashi Sugiyama 51 10 0 10 Oct 2019
Optimizing Generalized Rate Metrics through Game Equilibrium Harikrishna Narasimhan Andrew Cotter Maya R. Gupta 81 4 0 06 Sep 2019
Consistent Classification with Generalized Metrics Xiaoyang Wang Ran Li Bowei Yan Oluwasanmi Koyejo 85 9 0 24 Aug 2019
Leveraging Labeled and Unlabeled Data for Consistent Fair Binary Classification Evgenii Chzhen Christophe Denis Mohamed Hebiri L. Oneto Massimiliano Pontil FaML 281 92 0 12 Jun 2019
$Calibrated Surrogate Maximization of Linear-fractional Utility in Binary Classification$ Calibrated Surrogate Maximization of Linear-fractional Utility in Binary Classification Han Bao Masashi Sugiyama 93 19 0 29 May 2019
Optimal rates for F-score binary classification Evgenii Chzhen 33 1 0 10 May 2019