Published February 27, 2024
| Version v2.0
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ArnovanHilten/GenNet: GenNet 2.0
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Description
What's Changed
- GenNet interpret: adds the interpretation module with six interpretation methods
- get_weight_scores: uses the weights to calculate the importance of each feature and node
- DeepExplain: uses the gradient (see DeepExplain) to calculate the importance
- RLIPP: uses logistic regression with signals to and from the node to calculate a measure of non-linearity for all nodes
- NID: Finds interacting features based on the features with the strongest weights
- DFIM: perturbs each input (or N inputs in the order of importance), and tracks which other features change importance to find interacting features
- PathExplain: Uses the Expected Hessian to find interacting features
- bugfixes for converting plink2 files
- module for converting toplogy to npz matrices
- add one-hot encoding support
- adds multiple filters. LocallyDirected1D now supports multiple filters akin to channels or feature maps in CNNs
Files
ArnovanHilten/GenNet-v2.0.zip
Files
(17.4 MB)
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Additional details
Related works
- Is supplement to
- Software: https://github.com/ArnovanHilten/GenNet/tree/v2.0 (URL)