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# CITATION file created with {cffr} R package
# See also: https://docs.ropensci.org/cffr/
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cff-version: 1.2.0
message: 'To cite package "innsight" in publications use:'
type: software
license: MIT
title: 'innsight: Get the Insights of Your Neural Network'
version: 0.3.1
doi: 10.18637/jss.v111.i08
identifiers:
- type: doi
  value: 10.32614/CRAN.package.innsight
- type: url
  value: https://github.com/bips-hb/innsight/
abstract: '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) <https://doi.org/10.1016/j.ecolmodel.2004.03.013>,
  layer-wise relevance propagation (''LRP'') described by Bach et al. (2015) <https://doi.org/10.1371/journal.pone.0130140>,
  deep learning important features (''DeepLIFT'') described by Shrikumar et al. (2017)
  <https://doi.org/10.48550/arXiv.1704.02685> and gradient-based methods like ''SmoothGrad''
  described by Smilkov et al. (2017) <https://doi.org/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, <https://doi.org/10.18637/jss.v111.i08>).'
authors:
- family-names: Koenen
  given-names: Niklas
  email: niklas.koenen@gmail.com
  orcid: https://orcid.org/0000-0002-4623-8271
preferred-citation:
  type: article
  title: Interpreting Deep Neural Networks with the Package innsight
  authors:
  - family-names: Koenen
    given-names: Niklas
    email: koenen@leibniz-bips.de
    orcid: https://orcid.org/0000-0002-4623-8271
  - family-names: Wright
    given-names: Marvin N.
    email: wright@leibniz-bips.de
  journal: Journal of Statistical Software
  year: '2024'
  volume: '111'
  issue: '8'
  doi: 10.18637/jss.v111.i08
  start: '1'
  end: '52'
repository: https://CRAN.R-project.org/package=innsight
repository-code: https://github.com/bips-hb/innsight/issues/
url: https://bips-hb.github.io/innsight/
date-released: '2024-11-26'
contact:
- family-names: Koenen
  given-names: Niklas
  email: niklas.koenen@gmail.com
  orcid: https://orcid.org/0000-0002-4623-8271