Skip to content

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>.

Downloads

CRAN

319

Last 30 days

12290th

803

Last 90 days

3.9K

Last year

Trend: +39.3% (30d vs prior 30d)

r2u CRAN

10

Last 30 days

24

Last 90 days

101

Last year

Trend: -28.6% (30d vs prior 30d)

CRAN Check Status

13 OK
Show all 13 flavors
Flavor Status
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-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
r-release-macos-arm64 OK
r-release-macos-x86_64 OK
r-release-windows-x86_64 OK

Check History

OK 13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Jun 9, 2026
ERROR 12 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE Jun 8, 2026
ERROR r-devel-linux-x86_64-debian-gcc

package dependencies

Packages required but not available: 'caret', 'Hmisc'

Package suggested but not available for checking: ‘plotly’

See section ‘The DESCRIPTION file’ in the ‘Writing R Extensions’
manual.
OK 13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE May 2, 2026
ERROR 11 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE Apr 25, 2026
ERROR r-release-macos-x86_64

package dependencies

Package required but not available: ‘caret’

See section ‘The DESCRIPTION file’ in the ‘Writing R Extensions’
manual.
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

22 tracked
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