Goldenberg, Anna
- What Clinicians Want: Contextualizing Explainable Machine Learning for Clinical End Use
2019/05/13 by Sana Tonekaboni, Shalmali Joshi, Tonekaboni, Sana +5 · 24 citations
Computer Science · Medicine · #Explainable Artificial Intelligence (XAI) #Machine Learning in Healthcare #Artificial Intelligence in Healthcare and Education
- Unsupervised Representation Learning for Time Series with Temporal Neighborhood Coding
2021/06/01 by Tonekaboni, Sana, Eytan, Danny, Goldenberg, Anna · 19 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Explaining Image Classifiers by Counterfactual Generation
2018/07/20 by Chun‐Hao Chang, Elliot Creager, Chang, Chun-Hao +5 · 13 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #Cell Image Analysis Techniques #Computer Vision and Pattern Recognition (cs.CV) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis
- NODE-GAM: Neural Generalized Additive Model for Interpretable Deep Learning
2021/06/03 by Chang, Chun-Hao, Caruana, Rich, Goldenberg, Anna · 11 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- Feature Robustness in Non-stationary Health Records: Caveats to Deployable Model Performance in Common Clinical Machine Learning Tasks
2019/08/02 by Bret Nestor, Matthew B. A. McDermott, Nestor, Bret +13 · 7 citations
Computer Science · Health Professions · #Machine Learning in Healthcare #Artificial Intelligence in Healthcare #Time Series Analysis and Forecasting
- Chasing Your Long Tails: Differentially Private Prediction in Health Care Settings
2020/10/13 by Vinith M. Suriyakumar, Nicolas Papernot, Suriyakumar, Vinith M. +5 · 4 citations
Economics, Econometrics and Finance · Health Professions · #Computers and Society (cs.CY) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Health Systems, Economic Evaluations, Quality of Life #Healthcare Policy and Management #Healthcare cost, quality, practices #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- How Interpretable and Trustworthy are GAMs?
2020/06/11 by Chun‐Hao Chang, Sarah Tan, Chang, Chun-Hao +7 · 3 citations
Computer Science · #Explainable Artificial Intelligence (XAI) #Machine Learning and Data Classification #Adversarial Robustness in Machine Learning
- Towards Robust Classification Model by Counterfactual and Invariant Data Generation
2021/06/02 by Chang, Chun-Hao, Adam, George Alexandru, Goldenberg, Anna · 3 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Decoupling Local and Global Representations of Time Series
2022/02/04 by Sana Tonekaboni, Chunliang Li, Tonekaboni, Sana +7 · 2 citations
Computer Science · #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Music and Audio Processing #Time Series Analysis and Forecasting
- CongFu: Conditional Graph Fusion for Drug Synergy Prediction
2023/05/23 by Oleksii Tsepa, Tsepa, Oleksii, Bohdan Naida +3 · 1 citation
Biochemistry, Genetics and Molecular Biology · Computer Science · Materials Science · #Artificial Intelligence (cs.AI) #Bioinformatics and Genomic Networks #Computational Drug Discovery Methods #FOS: Biological sciences #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Materials Science #Quantitative Methods (q-bio.QM)
- Integrate Any Omics: Towards genome-wide data integration for patient stratification
2024/01/15 by Shihao Ma, Ma, Shihao, Andy G.X. Zeng +9 · 1 citation
Biochemistry, Genetics and Molecular Biology · Medicine · #Acute Myeloid Leukemia Research #Cancer Genomics and Diagnostics #Epigenetics and DNA Methylation #FOS: Biological sciences #FOS: Computer and information sciences #Genomics (q-bio.GN) #Machine Learning (cs.LG) #Quantitative Methods (q-bio.QM)
- Dr.VAE: Drug Response Variational Autoencoder
2017/06/26 by Ladislav Rampášek, Daniel Hidru, Rampasek, Ladislav +7 · 1 citation
Materials Science · Computer Science · Biochemistry, Genetics and Molecular Biology · #Machine Learning in Materials Science #Computational Drug Discovery Methods #Protein Structure and Dynamics