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Mobile Health Systems Lab's Projects

ame icon ame

🤖🤖 Attentive Mixtures of Experts (AMEs) are neural network models that learn to output both accurate predictions and estimates of feature importance for individual samples.

cxplain icon cxplain

Causal Explanation (CXPlain) is a method for explaining the predictions of any machine-learning model.

drnet icon drnet

💉📈 Dose response networks (DRNets) are a method for learning to estimate individual dose-response curves for multiple parametric treatments from observational data using neural networks.

perfect_match icon perfect_match

➕➕ Perfect Match is a simple method for learning representations for counterfactual inference with neural networks.

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