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NeuralSens

Sensitivity Analysis of Neural Networks

v1.1.3 · May 11, 2024 · GPL (>= 2)

Description

Analysis functions to quantify inputs importance in neural network models. Functions are available for calculating and plotting the inputs importance and obtaining the activation function of each neuron layer and its derivatives. The importance of a given input is defined as the distribution of the derivatives of the output with respect to that input in each training data point <doi:10.18637/jss.v102.i07>.

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r-devel-linux-x86_64-debian-clang OK
r-devel-linux-x86_64-debian-gcc OK
r-devel-linux-x86_64-fedora-clang OK
r-devel-linux-x86_64-fedora-gcc OK
r-devel-macos-arm64 OK
r-devel-windows-x86_64 OK
r-oldrel-macos-arm64 OK
r-oldrel-macos-x86_64 OK
r-oldrel-windows-x86_64 OK
r-patched-linux-x86_64 OK
r-release-linux-x86_64 OK
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r-release-macos-x86_64 OK
r-release-windows-x86_64 OK

Check History

OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026

Dependency Network

Dependencies Reverse dependencies ggplot2 gridExtra NeuralNetTools reshape2 caret fastDummies stringr Hmisc ggforce scales ggnewscale magrittr ggrepel ggbreak dplyr NeuralSens

Version History

new 1.1.3 Mar 10, 2026
updated 1.1.3 ← 1.1.2 diff May 10, 2024
updated 1.1.2 ← 1.1.1 diff Feb 9, 2024
updated 1.1.1 ← 1.0.3 diff Jan 11, 2024
updated 1.0.3 ← 1.0.2 diff Jun 16, 2023
updated 1.0.2 ← 1.0.1 diff Mar 6, 2023
updated 1.0.1 ← 1.0.0 diff Jun 20, 2022
updated 1.0.0 ← 0.2.3 diff Apr 26, 2022
updated 0.2.3 ← 0.2.2 diff Jan 5, 2022
updated 0.2.2 ← 0.2.1 diff Nov 15, 2020
updated 0.2.1 ← 0.2.0 diff May 14, 2020
updated 0.2.0 ← 0.1.5 diff Mar 12, 2020
updated 0.1.5 ← 0.1.4 diff Feb 19, 2020
updated 0.1.4 ← 0.1.3 diff Feb 4, 2020
updated 0.1.3 ← 0.1.0 diff Jan 10, 2020
updated 0.1.0 ← 0.0.9 diff Nov 11, 2019
updated 0.0.9 ← 0.0.8 diff Oct 2, 2019
updated 0.0.8 ← 0.0.7 diff Sep 27, 2019
updated 0.0.7 ← 0.0.5 diff Sep 12, 2019
updated 0.0.5 ← 0.0.3 diff Jul 10, 2019