neuralGAM
Interpretable Neural Network Based on Generalized Additive Models
v2.0.1
·
Dec 3, 2025
·
MPL-2.0
Description
Neural Additive Model framework based on Generalized Additive Models from Hastie & Tibshirani (1990, ISBN:9780412343902), which trains a different neural network to estimate the contribution of each feature to the response variable. The networks are trained independently leveraging the local scoring and backfitting algorithms to ensure that the Generalized Additive Model converges and it is additive. The resultant Neural Network is a highly accurate and interpretable deep learning model, which can be used for high-risk AI practices where decision-making should be based on accountable and interpretable algorithms.
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CRAN Check Status
1
ERROR
13
OK
Show all 14 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-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 | ERROR |
| r-release-linux-x86_64 | OK |
| r-release-macos-arm64 | OK |
| r-release-macos-x86_64 | OK |
| r-release-windows-x86_64 | OK |
Check details (1 non-OK)
ERROR
r-patched-linux-x86_64
tests
Running ‘testthat.R’ [28s/43s]
Running the tests in ‘tests/testthat.R’ failed.
Complete output:
> # This file is part of the standard setup for testthat.
> # It is recommended that you do not modify it.
> #
> # Where should you do additional test configuration?
> # Learn more about the roles of various files in:
> # * https://r-pkgs.org/tests.html
> # * https://testthat.r-lib.org/reference/test_package.html#special-files
>
> library(testthat)
>
> if (identical(Sys.getenv("NOT_CRAN"), "true"))
+ library(neuralGAM)
> test_check("neuralGAM")
Loading required package: neuralGAM
NOTE: conda not found... run 'install_neuralGAM()' and load library again...
[ FAIL 0 | WARN 0 | SKIP 98 | PASS 41 ]
══ Skipped tests (98) ══════════════════════════════════════════════════════════
• keras not available (15): 'test-autoplot.R:37:3', 'test-autoplot.R:72:3',
'test-autoplot.R:92:3', 'test-autoplot.R:120:3', 'test-diagnose.R:12:3',
'test-diagnose.R:54
...[truncated]...
R:75:3',
'test-formula.R:92:3', 'test-formula.R:115:3', 'test-formula.R:142:3',
'test-formula.R:154:3', 'test-formula.R:187:3', 'test-inv_link.R:14:3',
'test-inv_link.R:25:3', 'test-inv_link.R:36:3', 'test-inv_link.R:44:3',
'test-inv_link.R:59:3', 'test-link.R:19:3', 'test-link.R:29:3',
'test-link.R:39:3', 'test-link.R:46:3', 'test-link.R:54:3',
'test-plot_history.R:14:3', 'test-print.R:15:3', 'test-weight.R:14:3',
'test-weight.R:26:3', 'test-weight.R:44:3', 'test-weight.R:53:3',
'test-weight.R:62:3', 'test-weight.R:71:3', 'test-weight.R:81:3'
[ FAIL 0 | WARN 0 | SKIP 98 | PASS 41 ]
Error: /home/hornik/tmp/scratch/check-CRAN-regular-hornik/cache/R/reticulate/uv/python/cpython-3.12.13-linux-x86_64-gnu/lib/libpython3.12.so - /home/hornik/tmp/scratch/check-CRAN-regular-hornik/cache/R/reticulate/uv/python/cpython-3.12.13-linux-x86_64-gnu/lib/libpython3.12.so: cannot enable executable stack as shared object requires: Invalid argument
Execution halted
Check History
ERROR 13 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE Mar 24, 2026
ERROR
r-devel-linux-x86_64-debian-gcc
tests
Running ‘testthat.R’ [23s/36s] Running the tests in ‘tests/testthat.R’ failed. Complete output: > # This file is part of the standard setup for testthat. > # It is recommended that you do not modify it. > # > # Where should you do additional ...[truncated]... 3-linux-x86_64-gnu/lib/libpython3.12.so - /tmp/check-CRAN-regular-hornik/cache/R/reticulate/uv/python/cpython-3.12.13-linux-x86_64-gnu/lib/libpython3.12.so: cannot enable executable stack as shared object requires: Invalid argument Execution halted