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Hugh Chen
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From local explanations to global understanding with explainable AI for trees
SM Lundberg, G Erion, H Chen, A DeGrave, JM Prutkin, B Nair, R Katz, ...
Nature machine intelligence 2 (1), 56-67, 2020
42242020
True to the model or true to the data?
H Chen, JD Janizek, S Lundberg, SI Lee
arXiv preprint arXiv:2006.16234, 2020
1512020
Explaining models by propagating Shapley values of local components
H Chen, S Lundberg, SI Lee
Explainable AI in Healthcare and Medicine: Building a Culture of …, 2021
1072021
Algorithms to estimate Shapley value feature attributions
H Chen, IC Covert, SM Lundberg, SI Lee
Nature Machine Intelligence 5 (6), 590-601, 2023
792023
Explaining a series of models by propagating local feature attributions
H Chen, SM Lundberg, S Lee
CoRR abs/2105.00108, 2021
66*2021
Checkpoint ensembles: Ensemble methods from a single training process
H Chen, S Lundberg, SI Lee
arXiv preprint arXiv:1710.03282, 2017
642017
Forecasting adverse surgical events using self-supervised transfer learning for physiological signals
H Chen, SM Lundberg, G Erion, JH Kim, SI Lee
NPJ Digital Medicine 4 (1), 167, 2021
362021
Explainable AI for trees: From local explanations to global understanding. arXiv 2019
SM Lundberg, G Erion, H Chen, A DeGrave, JM Prutkin, B Nair, R Katz, ...
arXiv preprint arXiv:1905.04610, 2020
302020
Interpretable machine learning prediction of all-cause mortality
W Qiu, H Chen, AB Dincer, S Lundberg, M Kaeberlein, SI Lee
Communications Medicine 2 (1), 125, 2022
252022
Hybrid gradient boosting trees and neural networks for forecasting operating room data
H Chen, S Lundberg, SI Lee
arXiv preprint arXiv:1801.07384, 2018
142018
Probabilistic model-based approach for heart beat detection
H Chen, Y Erol, E Shen, S Russell
Physiological Measurement 37 (9), 1404, 2016
142016
Uncovering expression signatures of synergistic drug responses via ensembles of explainable machine-learning models
JD Janizek, AB Dincer, S Celik, H Chen, W Chen, K Naxerova, SI Lee
Nature Biomedical Engineering 7 (6), 811-829, 2023
112023
Contrastive corpus attribution for explaining representations
C Lin, H Chen, C Kim, SI Lee
The Eleventh International Conference on Learning Representations, 2022
72022
Anesthesiologist-level forecasting of hypoxemia with only SpO2 data using deep learning
G Erion, H Chen, SM Lundberg, SI Lee
arXiv preprint arXiv:1712.00563, 2017
62017
An explainable AI framework for interpretable biological age
W Qiu, H Chen, M Kaeberlein, SI Lee
medRxiv, 2022.10. 05.22280735, 2022
52022
ExplaiNAble BioLogical Age (ENABL Age): an artificial intelligence framework for interpretable biological age
W Qiu, H Chen, M Kaeberlein, SI Lee
The Lancet Healthy Longevity 4 (12), e711-e723, 2023
42023
Uncovering expression signatures of synergistic drug response using an ensemble of explainable AI models
JD Janizek, AB Dincer, S Celik, H Chen, W Chen, K Naxerova, SI Lee
BioRxiv, 2021.10. 06.463409, 2021
42021
Physiological Signal Embeddings (PHASE) via Interpretable Stacked Models
H Chen, S Lundberg, G Erion, SI Lee
2018
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Articles 1–18