Update paper.md

Author: behinger

paper.md

@@ -1,84 +1 @@
----
-title: 'Unfold.jl: Regression models for Cognitive Neuroscience'
-tags:
-  - Julia
-  - EEG
-  - neuroimaging
-authors:
-  - name: Benedikt V. Ehinger
-    orcid:  0000-0002-6276-3332 
-    equal-contrib: false
-    affiliation: "1, 2" # (Multiple affiliations must be quoted)
-  
-affiliations:
- - name: Stuttgart Center for Simulation Science, University of Stuttgart, Germany
-   index: 1
- - name: Institute for Visualization and Interactive Systems, University of Stuttgart, Germany
-   index: 2
-date: 06 November 2023
-bibliography: paper.bib
 
-
----
-
-# Summary
-
-
-Overlapping event responses, (non-)linear effects and confounds, outliers, item effects - all pretty common features limiting the application of neuroimaging methods. Here, we focus on EEG without loss of generality. Especially event-related potentials in naturalistic paradigms (e.g. ET+EEG, VR+EEG, MoBi) but also classical paradigms (evidence Integration, language, even oddball tasks) require such techniques. 
-
-Unfold.jl implements the model fitting based on the popular wilkinson~formula+syntax. It is feature-par with matlab-unfold. In addition it offers speed-improvements (up to 100x on GPUs) and extensions for outlier-robust fits, back2back regression, and mixed models.
-
-While implemented in Julia, it is straight forward to also call from Python and tutorials are available.
-
-
-
-# Statement of need
-
-
-
-# Mathematics
-
-Single dollars ($) are required for inline mathematics e.g. $f(x) = e^{\pi/x}$
-
-Double dollars make self-standing equations:
-
-$$\Theta(x) = \left\{\begin{array}{l}
-0\textrm{ if } x < 0\cr
-1\textrm{ else}
-\end{array}\right.$$
-
-You can also use plain \LaTeX for equations
-\begin{equation}\label{eq:fourier}
-\hat f(\omega) = \int_{-\infty}^{\infty} f(x) e^{i\omega x} dx
-\end{equation}
-and refer to \autoref{eq:fourier} from text.
-
-# Citations
-
-Citations to entries in paper.bib should be in
-[rMarkdown](http://rmarkdown.rstudio.com/authoring_bibliographies_and_citations.html)
-format.
-
-If you want to cite a software repository URL (e.g. something on GitHub without a preferred
-citation) then you can do it with the example BibTeX entry below for @fidgit.
-
-For a quick reference, the following citation commands can be used:
-- `@author:2001`  ->  "Author et al. (2001)"
-- `[@author:2001]` -> "(Author et al., 2001)"
-- `[@author1:2001; @author2:2001]` -> "(Author1 et al., 2001; Author2 et al., 2002)"
-
-# Figures
-
-Figures can be included like this:
-![Caption for example figure.\label{fig:example}](figure.png)
-and referenced from text using \autoref{fig:example}.
-
-Figure sizes can be customized by adding an optional second parameter:
-![Caption for example figure.](figure.png){ width=20% }
-
-# Acknowledgements
-
-We acknowledge contributions from Brigitta Sipocz, Syrtis Major, and Semyeong
-Oh, and support from Kathryn Johnston during the genesis of this project.
-
-# References