Cynthia Rudin
Duke University
H-index: 56
North America-United States
Top articles of Cynthia Rudin
Title | Journal | Author(s) | Publication Date |
---|---|---|---|
OKRidge: Scalable Optimal k-Sparse Ridge Regression | Advances in Neural Information Processing Systems | Jiachang Liu Sam Rosen Chudi Zhong Cynthia Rudin | 2024/2/13 |
Interpretable Causal Inference for Analyzing Wearable, Sensor, and Distributional Data | Srikar Katta Harsh Parikh Cynthia Rudin Alexander Volfovsky | 2024/4/18 | |
Sparse Density Trees and Lists: An Interpretable Alternative to High-Dimensional Histograms | INFORMS Journal on Data Science | Siong Thye Goh Lesia Semenova Cynthia Rudin | 2024/1/11 |
A Path to Simpler Models Starts With Noise | Advances in Neural Information Processing Systems | Lesia Semenova Harry Chen Ronald Parr Cynthia Rudin | 2024/2/13 |
Interpretable deep learning in medical imaging | Cynthia Rudin | 2024/4/3 | |
Integrated Single-cell Multiomic Analysis of HIV Latency Reversal Reveals Novel Regulators of Viral Reactivation | Genomics, Proteomics & Bioinformatics | Manickam Ashokkumar Wenwen Mei Jackson J Peterson Yuriko Harigaya David M Murdoch | 2024/1/10 |
Exploring and Interacting with the Set of Good Sparse Generalized Additive Models | Advances in Neural Information Processing Systems | Chudi Zhong Zhi Chen Jiachang Liu Margo Seltzer Cynthia Rudin | 2024/2/13 |
AsymMirai: Interpretable Mammography-based Deep Learning Model for 1–5-year Breast Cancer Risk Prediction | Radiology | Jon Donnelly Luke Moffett Alina Jade Barnett Hari Trivedi Fides Schwartz | 2024/3/19 |
Evaluating Pre-Trial Programs Using Interpretable Machine Learning Matching Algorithms for Causal Inference | Travis Seale-Carlisle Saksham Jain Courtney Lee Caroline Levenson Swathi Ramprasad | 2024 | |
The Rashomon Importance Distribution: Getting RID of Unstable, Single Model-based Variable Importance | Advances in Neural Information Processing Systems | Jon Donnelly Srikar Katta Cynthia Rudin Edward Browne | 2024/2/13 |
Sparse and Faithful Explanations Without Sparse Models | arXiv preprint arXiv:2402.09702 | Yiyang Sun Zhi Chen Vittorio Orlandi Tong Wang Cynthia Rudin | 2024/2/15 |
SiamQuality: A ConvNet-Based Foundation Model for Imperfect Physiological Signals | arXiv preprint arXiv:2404.17667 | Cheng Ding Zhicheng Guo Zhaoliang Chen Randall J Lee Cynthia Rudin | 2024/4/26 |
Learning From Alarms: A Robust Learning Approach for Accurate Photoplethysmography-Based Atrial Fibrillation Detection using Eight Million Samples Labeled with Imprecise … | IEEE Journal of Biomedical and Health Informatics | Cheng Ding Zhicheng Guo Cynthia Rudin Ran Xiao Amit Shah | 2024/2/1 |
This Looks Like Those: Illuminating Prototypical Concepts Using Multiple Visualizations | Advances in Neural Information Processing Systems | Chiyu Ma Brandon Zhao Chaofan Chen Cynthia Rudin | 2024/2/13 |
Safe and Interpretable Estimation of Optimal Treatment Regimes | Harsh Parikh Quinn M Lanners Zade Akras Sahar Zafar M Brandon Westover | 2024/4/18 | |
Optimal Sparse Survival Trees | arXiv preprint arXiv:2401.15330 | Rui Zhang Rui Xin Margo Seltzer Cynthia Rudin | 2024/1/27 |
From feature importance to distance metric: An almost exact matching approach for causal inference | arXiv e-prints | Quinn Lanners Harsh Parikh Alexander Volfovsky Cynthia Rudin David Page | 2023/2 |
Missing Values and Imputation in Healthcare Data: Can Interpretable Machine Learning Help? | Zhi Chen Sarah Tan Urszula Chajewska Cynthia Rudin Rich Caruna | 2023/6/13 | |
Prediction of tensile performance for 3D printed photopolymer gyroid lattices using structural porosity, base material properties, and machine learning | Materials & Design | Jacob Peloquin Alina Kirillova Cynthia Rudin LC Brinson Ken Gall | 2023/8/1 |
Learned Kernels for Interpretable and Efficient PPG Signal Quality Assessment and Artifact Segmentation | arXiv preprint arXiv:2307.05385 | Sully F Chen Zhicheng Guo Cheng Ding Xiao Hu Cynthia Rudin | 2023/7/6 |