To cite rsDCM in publications, please use:

Arhin G, Sanyal N (2026). rsDCM: Dynamic Causal Modelling for Functional MRI. R package version 0.1.0, https://github.com/Kay202/rsDCM.

The robust and sparse group-level method is described in:

Arhin G, Sanyal N (2026). “Robust and Sparse Group Dynamic Causal Modeling via Student-t Parametric Empirical Bayes and Nonlocal Priors.” doi:10.48550/arXiv.2609.06379. arXiv preprint arXiv:2609.06379.

The underlying DCM methodology is described in:

Friston K, Harrison L, Penny W (2003). “Dynamic causal modelling.” NeuroImage, 19(4), 1273–1302. doi:10.1016/S1053-8119(03)00202-7.

The bundled toy_dcm example dataset is derived from data in:

Valério D, Peres A, Bergström F, Seidel P, Almeida J (2025). “Neural and behavioral similarity-driven tuning curves for manipulable objects.” Imaging Neuroscience, 3. doi:10.1162/imag_a_00482.

The bundled narps_dcm example dataset is derived from data in:

Botvinik-Nezer R, Holzmeister F, Camerer C (2020). “Variability in the analysis of a single neuroimaging dataset by many teams.” Nature, 582(7810), 84–88. doi:10.1038/s41586-020-2314-9.

Corresponding BibTeX entries:

  @Manual{,
    title = {rsDCM: Dynamic Causal Modelling for Functional MRI},
    author = {Godfred Arhin and Nilotpal Sanyal},
    year = {2026},
    note = {R package version 0.1.0},
    url = {https://github.com/Kay202/rsDCM},
  }

  @Misc{,
    title = {Robust and Sparse Group Dynamic Causal Modeling via
      Student-t Parametric Empirical Bayes and Nonlocal Priors},
    author = {Godfred Arhin and Nilotpal Sanyal},
    year = {2026},
    note = {arXiv preprint arXiv:2609.06379},
    doi = {10.48550/arXiv.2609.06379},
  }

  @Article{,
    title = {Dynamic causal modelling},
    author = {K.J. Friston and L. Harrison and W. Penny},
    journal = {NeuroImage},
    year = {2003},
    volume = {19},
    number = {4},
    pages = {1273--1302},
    doi = {10.1016/S1053-8119(03)00202-7},
  }

  @Article{,
    title = {Neural and behavioral similarity-driven tuning curves for
      manipulable objects},
    author = {Daniela Valério and André Peres and Fredrik Bergström and
      Philipp Seidel and Jorge Almeida},
    journal = {Imaging Neuroscience},
    year = {2025},
    volume = {3},
    doi = {10.1162/imag_a_00482},
  }

  @Article{,
    title = {Variability in the analysis of a single neuroimaging
      dataset by many teams},
    author = {Rotem Botvinik-Nezer and Felix Holzmeister and Colin F.
      Camerer},
    journal = {Nature},
    year = {2020},
    volume = {582},
    number = {7810},
    pages = {84--88},
    doi = {10.1038/s41586-020-2314-9},
  }