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oreopie authored Dec 27, 2021
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## Interpretive deep learning for investigating flooding mechanism
## An interpretive deep learning approach to investigating flooding mechanisms
[![DOI](https://img.shields.io/badge/DOI-10.5281/zenodo.4686106-blue.svg)](https://doi.org/10.5281/zenodo.4686106)

- [Overview](#overview)
- [Quick Start](#quick-start)

### Overview

The code demonstrates how to interpret LSTM-based hydrological models through the use of expected gradients and additive decomposition methods, as developed in our paper "***Uncovering flooding mechanisms across the contiguous United States through interpretive deep learning on representative catchments***" (submitted to a journal).
The code demonstrates how to interpret LSTM-based hydrological models through the use of expected gradients and additive decomposition methods, as described in paper

**Note: some codes will be made available upon the acceptance of the paper.**
Jiang, S., Zheng, Y., Wang, C., & Babovic, V. (2021). **Uncovering flooding mechanisms across the contiguous United States through interpretive deep learning on representative catchments**. *Water Resources Research*, 57, e2021WR030185. https://doi.org/10.1029/2021WR030185

Please refer to the file [LICENSE](/LICENSE) for the license governing this code.

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