A Closer Look at AUROC and AUPRC under Class Imbalance

A Closer Look at AUROC and AUPRC under Class Imbalance

11 January 2024

Matthew B. A. McDermott

Lasse Hyldig Hansen

Giovanni Angelotti

Papers citing "A Closer Look at AUROC and AUPRC under Class Imbalance"

17 / 17 papers shown

Title
A Consequentialist Critique of Binary Classification Evaluation Practices Gerardo Flores Abigail Schiff Alyssa H. Smith Julia A Fukuyama Ashia C. Wilson 16 0 0 06 Apr 2025
A Collection of Innovations in Medical AI for patient records in 2024 Yuanyun Zhang Shi Li OOD 42 0 0 25 Feb 2025
ColaCare: Enhancing Electronic Health Record Modeling through Large Language Model-Driven Multi-Agent Collaboration Zixiang Wang Yinghao Zhu Huiya Zhao Xiaochen Zheng Tianlong Wang ... Yasha Wang Ewen M. Harrison Junyi Gao Liantao Ma Liantao Ma 46 1 0 03 Oct 2024
ALPEC: A Comprehensive Evaluation Framework and Dataset for Machine Learning-Based Arousal Detection in Clinical Practice Stefan Kraft Andreas Theissler Vera Wienhausen-Wilke Philipp Walter Gjergji Kasneci 16 0 0 20 Sep 2024
Is larger always better? Evaluating and prompting large language models for non-generative medical tasks Yinghao Zhu Junyi Gao Zixiang Wang Weibin Liao Xiaochen Zheng Lifang Liang Yasha Wang Chengwei Pan Ewen M. Harrison Liantao Ma ELM LM&MA AI4MH 43 1 0 26 Jul 2024
Training a high-performance retinal foundation model with half-the-data and 400 times less compute Justin Engelmann Miguel O. Bernabeu MedIm OOD 24 0 0 30 Apr 2024
REALM: RAG-Driven Enhancement of Multimodal Electronic Health Records Analysis via Large Language Models Yinghao Zhu Changyu Ren Shiyun Xie Shukai Liu Hangyuan Ji ... Tao Sun Long He Zhoujun Li Xi Zhu Chengwei Pan 45 18 0 10 Feb 2024
TimEHR: Image-based Time Series Generation for Electronic Health Records Hojjat Karami Mary-Anne Hartley David Atienza Anisoara Ionescu 13 3 0 09 Feb 2024
Skew Probabilistic Neural Networks for Learning from Imbalanced Data Shraddha M. Naik Tanujit Chakraborty Abdenour Hadid Bibhas Chakraborty 17 0 0 10 Dec 2023
Unraveling Key Elements Underlying Molecular Property Prediction: A Systematic Study Jianyuan Deng Zhibo Yang Hehe Wang Iwao Ojima Dimitris Samaras Fusheng Wang 8 1 0 26 Sep 2022
A Meta-level Analysis of Online Anomaly Detectors Antonios Ntroumpogiannis Michail Giannoulis Nikolaos Myrtakis V. Christophides Eric Simon Ioannis Tsamardinos 21 13 0 13 Sep 2022
What makes you change your mind? An empirical investigation in online group decision-making conversations Georgi Karadzhov Tom Stafford Andreas Vlachos 12 4 0 25 Jul 2022
Machine learning to assess relatedness: the advantage of using firm-level data Giambattista Albora A. Zaccaria 17 11 0 01 Feb 2022
StatEcoNet: Statistical Ecology Neural Networks for Species Distribution Modeling Eugene Seo R. Hutchinson Xiao Fu Chelsea Li Tyler A. Hallman J. Kilbride W. Robinson 16 9 0 17 Feb 2021
Key Technology Considerations in Developing and Deploying Machine Learning Models in Clinical Radiology Practice V. Kulkarni M. Gawali A. Kharat VLM 33 21 0 03 Feb 2021
Fail-Safe Execution of Deep Learning based Systems through Uncertainty Monitoring Michael Weiss Paolo Tonella AAML 30 26 0 01 Feb 2021
Label Augmentation via Time-based Knowledge Distillation for Financial Anomaly Detection Hongda Shen E. Kursun AAML 13 1 0 05 Jan 2021