innsight

Get the Insights of Your Neural Network

CRAN Package

Interpretation methods for analyzing the behavior and individual predictions of modern neural networks in a three-step procedure: Converting the model, running the interpretation method, and visualizing the results. Implemented methods are, e.g., 'Connection Weights' described by Olden et al. (2004) doi:10.1016/j.ecolmodel.2004.03.013, layer-wise relevance propagation ('LRP') described by Bach et al. (2015) doi:10.1371/journal.pone.0130140, deep learning important features ('DeepLIFT') described by Shrikumar et al. (2017) doi:10.48550/arXiv.1704.02685 and gradient-based methods like 'SmoothGrad' described by Smilkov et al. (2017) doi:10.48550/arXiv.1706.03825, 'Gradient x Input' or 'Vanilla Gradient'. Details can be found in the accompanying scientific paper: Koenen & Wright (2024, Journal of Statistical Software, doi:10.18637/jss.v111.i08).


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Team


Insights

Last 30 days

This package has been downloaded 626 times in the last 30 days. Not bad! The download count is somewhere between 'small-town buzz' and 'moderate academic conference'. The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 28 times.

Sun
Mon
Tue
Wed
Thu
Fri
Sat
0 downloadsMar 2, 2025
0 downloadsMar 3, 2025
0 downloadsMar 4, 2025
14 downloadsMar 5, 2025
7 downloadsMar 6, 2025
4 downloadsMar 7, 2025
60 downloadsMar 8, 2025
2 downloadsMar 9, 2025
0 downloadsMar 10, 2025
9 downloadsMar 11, 2025
8 downloadsMar 12, 2025
60 downloadsMar 13, 2025
2 downloadsMar 14, 2025
13 downloadsMar 15, 2025
1 downloadsMar 16, 2025
28 downloadsMar 17, 2025
34 downloadsMar 18, 2025
13 downloadsMar 19, 2025
11 downloadsMar 20, 2025
10 downloadsMar 21, 2025
14 downloadsMar 22, 2025
12 downloadsMar 23, 2025
64 downloadsMar 24, 2025
9 downloadsMar 25, 2025
7 downloadsMar 26, 2025
10 downloadsMar 27, 2025
70 downloadsMar 28, 2025
1 downloadsMar 29, 2025
15 downloadsMar 30, 2025
19 downloadsMar 31, 2025
77 downloadsApr 1, 2025
24 downloadsApr 2, 2025
28 downloadsApr 3, 2025
0 downloadsApr 4, 2025
0 downloadsApr 5, 2025
0
77

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Last 365 days

This package has been downloaded 9,431 times in the last 365 days. A solid achievement! Enough downloads to get noticed at department meetings. The day with the most downloads was Sep 11, 2024 with 84 downloads.

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Data provided by CRAN


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Dependencies

  • Imports5 packages
  • Suggests17 packages