\begin{thebibliography}{24}
\providecommand{\natexlab}[1]{#1}
\providecommand{\url}[1]{\texttt{#1}}
\expandafter\ifx\csname urlstyle\endcsname\relax
  \providecommand{\doi}[1]{doi: #1}\else
  \providecommand{\doi}{doi: \begingroup \urlstyle{rm}\Url}\fi

\bibitem[Abdulrahman and Henson(2016)]{abdulrahman2016effect}
H.~Abdulrahman and R.~N. Henson.
\newblock Effect of trial-to-trial variability on optimal event-related fmri
  design: Implications for beta-series correlation and multi-voxel pattern
  analysis.
\newblock \emph{NeuroImage}, 125:\penalty0 756--766, 2016.

\bibitem[Badillo et~al.(2013)Badillo, Vincent, and Ciuciu]{hrf-badillo}
S.~Badillo, T.~Vincent, and P.~Ciuciu.
\newblock Group-level impacts of within- and between-subject hemodynamic
  variability in fmri.
\newblock \emph{NeuroImage}, 82:\penalty0 433--448, Nov. 2013.
\newblock ISSN 1095-9572.
\newblock \doi{10.1016/j.neuroimage.2013.05.100}.

\bibitem[Baldassarre et~al.(2012)Baldassarre, Mourao-Miranda, and
  Pontil]{tv-l1_bald}
L.~Baldassarre, J.~Mourao-Miranda, and M.~Pontil.
\newblock Structured sparsity models for brain decoding from fmri data.
\newblock In \emph{Proceedings of the 2012 Second International Workshop on
  Pattern Recognition in NeuroImaging}, PRNI '12, pages 5--8, Washington, DC,
  USA, 2012. IEEE Computer Society.
\newblock ISBN 978-0-7695-4765-7.
\newblock \doi{10.1109/PRNI.2012.31}.
\newblock URL \url{http://dx.doi.org/10.1109/PRNI.2012.31}.

\bibitem[Ciuciu et~al.(2003)Ciuciu, Poline, Marrelec, Idier, Pallier, and
  Benali]{hrf-ciuciu}
P.~Ciuciu, J.-B. Poline, G.~Marrelec, J.~Idier, C.~Pallier, and H.~Benali.
\newblock Unsupervised robust nonparametric estimation of the hemodynamic
  response function for any fmri experiment.
\newblock \emph{IEEE transactions on medical imaging}, 22:\penalty0 1235--1251,
  Oct. 2003.
\newblock ISSN 0278-0062.
\newblock \doi{10.1109/TMI.2003.817759}.

\bibitem[Cox and Savoy(2003)]{cox2003functional}
D.~D. Cox and R.~L. Savoy.
\newblock Functional magnetic resonance imaging (fmri)“brain reading”:
  detecting and classifying distributed patterns of fmri activity in human
  visual cortex.
\newblock \emph{Neuroimage}, 19\penalty0 (2):\penalty0 261--270, 2003.

\bibitem[Eickenberg et~al.()Eickenberg, Pedregosa, Mehdi, Gramfort, and
  Thirion]{textures}
M.~Eickenberg, F.~Pedregosa, S.~Mehdi, A.~Gramfort, and B.~Thirion.
\newblock Second order scattering descriptors predict fmri activity due to
  visual textures.

\bibitem[Frackowiak et~al.(2004)Frackowiak, Friston, Frith, Dolan, Price, Zeki,
  Ashburner, and Penny]{frackowiak2004human}
R.~S. Frackowiak, K.~J. Friston, C.~D. Frith, R.~J. Dolan, C.~J. Price,
  S.~Zeki, J.~T. Ashburner, and W.~D. Penny.
\newblock \emph{Human brain function}.
\newblock Academic press, 2004.

\bibitem[Friston et~al.(1994{\natexlab{a}})Friston, Holmes, Worsley, Poline,
  Frith, and Frackowiak]{glm}
K.~J. Friston, A.~P. Holmes, K.~J. Worsley, J.-P. Poline, C.~D. Frith, and
  R.~S.~J. Frackowiak.
\newblock Statistical parametric maps in functional imaging: A general linear
  approach.
\newblock \emph{Human Brain Mapping}, 2\penalty0 (4):\penalty0 189--210,
  1994{\natexlab{a}}.
\newblock ISSN 1097-0193.
\newblock \doi{10.1002/hbm.460020402}.
\newblock URL \url{http://dx.doi.org/10.1002/hbm.460020402}.

\bibitem[Friston et~al.(1994{\natexlab{b}})Friston, Jezzard, and
  Turner]{friston1994analysis}
K.~J. Friston, P.~Jezzard, and R.~Turner.
\newblock Analysis of functional mri time-series.
\newblock \emph{Human brain mapping}, 1\penalty0 (2):\penalty0 153--171,
  1994{\natexlab{b}}.

\bibitem[Gauthier et~al.(2012)Gauthier, Eger, Hesselmann, Giraud, and
  Kleinschmidt]{gauthier}
B.~Gauthier, E.~Eger, G.~Hesselmann, A.-L. Giraud, and A.~Kleinschmidt.
\newblock Temporal tuning properties along the human ventral visual stream.
\newblock \emph{The Journal of neuroscience : the official journal of the
  Society for Neuroscience}, 32:\penalty0 14433--14441, Oct. 2012.
\newblock ISSN 1529-2401.
\newblock \doi{10.1523/JNEUROSCI.2467-12.2012}.

\bibitem[Gramfort et~al.(2013)Gramfort, Thirion, and Varoquaux]{tv-l1_gram}
A.~Gramfort, B.~Thirion, and G.~Varoquaux.
\newblock Identifying predictive regions from fmri with tv-l1 prior.
\newblock In \emph{Proceedings of the 2013 International Workshop on Pattern
  Recognition in Neuroimaging}, PRNI '13, pages 17--20, Washington, DC, USA,
  2013. IEEE Computer Society.
\newblock ISBN 978-0-7695-5061-9.
\newblock \doi{10.1109/PRNI.2013.14}.
\newblock URL \url{http://dx.doi.org/10.1109/PRNI.2013.14}.

\bibitem[Grosenick et~al.(2013)Grosenick, Klingenberg, Katovich, Knutson, and
  Taylor]{graph-net}
L.~Grosenick, B.~Klingenberg, K.~Katovich, B.~Knutson, and J.~E. Taylor.
\newblock Interpretable whole-brain prediction analysis with graphnet.
\newblock \emph{NeuroImage}, 72:\penalty0 304--321, May 2013.
\newblock ISSN 1095-9572.
\newblock \doi{10.1016/j.neuroimage.2012.12.062}.

\bibitem[Haxby et~al.(2001)Haxby, Gobbini, Furey, Ishai, Schouten, and
  Pietrini]{haxby}
J.~V. Haxby, M.~I. Gobbini, M.~L. Furey, A.~Ishai, J.~L. Schouten, and
  P.~Pietrini.
\newblock Distributed and overlapping representations of faces and objects in
  ventral temporal cortex.
\newblock \emph{Science (New York, N.Y.)}, 293:\penalty0 2425--2430, Sept.
  2001.
\newblock ISSN 0036-8075.
\newblock \doi{10.1126/science.1063736}.

\bibitem[Haynes and Rees(2006)]{haynes-review}
J.-D. Haynes and G.~Rees.
\newblock Decoding mental states from brain activity in humans.
\newblock \emph{Nature reviews. Neuroscience}, 7:\penalty0 523--534, July 2006.
\newblock ISSN 1471-003X.
\newblock \doi{10.1038/nrn1931}.

\bibitem[Jimura et~al.(2014)Jimura, Cazalis, Stover, and Poldrack]{jimura}
K.~Jimura, F.~Cazalis, E.~R.~S. Stover, and R.~A. Poldrack.
\newblock The neural basis of task switching changes with skill acquisition.
\newblock \emph{Frontiers in human neuroscience}, 8:\penalty0 339, 2014.
\newblock \doi{10.3389/fnhum.2014.00339}.

\bibitem[Karahanoğlu et~al.(2013)Karahanoğlu, Caballero-Gaudes, Lazeyras, and
  Van~de Ville]{total-activation}
F.~I. Karahanoğlu, C.~Caballero-Gaudes, F.~Lazeyras, and D.~Van~de Ville.
\newblock Total activation: fmri deconvolution through spatio-temporal
  regularization.
\newblock \emph{NeuroImage}, 73:\penalty0 121--134, June 2013.
\newblock ISSN 1095-9572.
\newblock \doi{10.1016/j.neuroimage.2013.01.067}.

\bibitem[Lazebnik et~al.(2005)Lazebnik, Schmid, and Ponce]{uiuc}
S.~Lazebnik, C.~Schmid, and J.~Ponce.
\newblock A sparse texture representation using local affine regions.
\newblock \emph{IEEE transactions on pattern analysis and machine
  intelligence}, 27:\penalty0 1265--1278, Aug. 2005.
\newblock ISSN 0162-8828.
\newblock \doi{10.1109/TPAMI.2005.151}.

\bibitem[Mourão-Miranda et~al.(2007)Mourão-Miranda, Friston, and
  Brammer]{spatial-temporal-svm}
J.~Mourão-Miranda, K.~J. Friston, and M.~Brammer.
\newblock Dynamic discrimination analysis: a spatial-temporal svm.
\newblock \emph{NeuroImage}, 36:\penalty0 88--99, May 2007.
\newblock ISSN 1053-8119.
\newblock \doi{10.1016/j.neuroimage.2007.02.020}.

\bibitem[Mumford et~al.(2012)Mumford, Turner, Ashby, and
  Poldrack]{separate-glm}
J.~A. Mumford, B.~O. Turner, F.~G. Ashby, and R.~A. Poldrack.
\newblock Deconvolving bold activation in event-related designs for multivoxel
  pattern classification analyses.
\newblock \emph{NeuroImage}, 59:\penalty0 2636--2643, Feb. 2012.
\newblock ISSN 1095-9572.
\newblock \doi{10.1016/j.neuroimage.2011.08.076}.

\bibitem[Norman et~al.(2006)Norman, Polyn, Detre, and Haxby]{Norman2006}
K.~A. Norman, S.~M. Polyn, G.~J. Detre, and J.~V. Haxby.
\newblock Beyond mind-reading: multi-voxel pattern analysis of {fMRI} data.
\newblock \emph{Trends in Cognitive Sciences}, 10, 2006.

\bibitem[Pedregosa et~al.(2015)Pedregosa, Eickenberg, Ciuciu, Thirion, and
  Gramfort]{hrf-estimation}
F.~Pedregosa, M.~Eickenberg, P.~Ciuciu, B.~Thirion, and A.~Gramfort.
\newblock Data-driven hrf estimation for encoding and decoding models.
\newblock \emph{NeuroImage}, 104:\penalty0 209--220, Jan. 2015.
\newblock ISSN 1095-9572.
\newblock \doi{10.1016/j.neuroimage.2014.09.060}.

\bibitem[Smith et~al.(2007)Smith, Jenkinson, Beckmann, Miller, and
  Woolrich]{smith2007meaningful}
S.~Smith, M.~Jenkinson, C.~Beckmann, K.~Miller, and M.~Woolrich.
\newblock Meaningful design and contrast estimability in fmri.
\newblock \emph{Neuroimage}, 34\penalty0 (1):\penalty0 127--136, 2007.

\bibitem[Turner et~al.(2012)Turner, Mumford, Poldrack, and
  Ashby]{spatiotemporal-glm}
B.~O. Turner, J.~A. Mumford, R.~A. Poldrack, and F.~G. Ashby.
\newblock Spatiotemporal activity estimation for multivoxel pattern analysis
  with rapid event-related designs.
\newblock \emph{NeuroImage}, 62:\penalty0 1429--1438, Sept. 2012.
\newblock ISSN 1095-9572.
\newblock \doi{10.1016/j.neuroimage.2012.05.057}.

\bibitem[Varoquaux and Thirion(2014)]{Varoquaux2014}
G.~Varoquaux and B.~Thirion.
\newblock How machine learning is shaping cognitive neuroimaging.
\newblock \emph{GigaScience}, 3, 2014.

\end{thebibliography}
