Exploring Interpretable LSTM Neural Networks over Multi-Variable Data — mentioned by tand22

Wed, 02 Nov 2022 23:25:59 GMT

I implemented an interpretable LSTM from this paper https://arxiv.org/pdf/1905.12034.pdf. It works by segmenting the context for each input variable, and then applying an attention layer to interpret each variables effect. I applied it to mortality prediction based on ICU data, the prediction/recall was pretty good considering the small size of the dataset used.

Paper and discussion history. A mention is not an endorsement.

Exploring Interpretable LSTM Neural Networks over Multi-Variable Data · HackerPapers discussions

Exploring Interpretable LSTM Neural Networks over Multi-Variable Data — mentioned by tand22