# Book Chapters

## 2015

W. Penny (2015).
** Bayesian models in Neuroscience. **
*International Encyclopedia of Social and Behavioural Sciences *, Article ID 56035, Elsevier, 2015.

## 2014

W. Penny (2014).
** Bayesian models in Neuroscience. **
*Encyclopedia of Computational Neuroscience*, DOI 10.1007/978-1-4614-7320-6, Springer, 2014.

## 2006

W. Penny,
G. Flandin,
and N. Trujillo-Barreto.
**Spatio-temporal models for fMRI**.
In K. Friston,
J. Ashburner,
S. Kiebel,
T. Nichols,
and W. Penny, editors, *Statistical Parametric Mapping: The analysis of functional brain images*.
Elsevier, London,
2006.
Keyword(s): fMRI,
Spatial,
GLM.
[bibtex-entry]

W.D. Penny and K. J. Friston.
**Bayesian Treatments of Neuroimaging Data**.
In K. Doya and I. Naguno, editors, *The Bayesian Brain*.
2006.
Keyword(s): fMRI,
Dynamic.
[bibtex-entry]

W. Penny and L. Harrison.
**Multivariate autoregressive models**.
In K. Friston,
J. Ashburner,
S. Kiebel,
T. Nichols,
and W. Penny, editors, *Statistical Parametric Mapping: The analysis of functional brain images*.
Elsevier, London,
2006.
Keyword(s): Dynamic,
Autoregressive.
[bibtex-entry]

W. Penny and R. Henson.
**Analysis of Variance**.
In K. Friston,
J. Ashburner,
S. Kiebel,
T. Nichols,
and W. Penny, editors, *Statistical Parametric Mapping: The analysis of functional brain images*.
Elsevier, London,
2006.
Keyword(s): ANOVA.
[bibtex-entry]

W. Penny and R. Henson.
**Hierarchical Models**.
In K. Friston,
J. Ashburner,
S. Kiebel,
T. Nichols,
and W. Penny, editors, *Statistical Parametric Mapping: The analysis of functional brain images*.
Elsevier, London,
2006.
Keyword(s): Hierarchical,
Bayesian.
[bibtex-entry]

W. Penny and A. Holmes.
**Random effects analysis**.
In K. Friston,
J. Ashburner,
S. Kiebel,
T. Nichols,
and W. Penny, editors, *Statistical Parametric Mapping: The analysis of functional brain images*.
Elsevier, London,
2006.
Keyword(s): RFX.
[bibtex-entry]

W. Penny,
S. Kiebel,
and K. Friston.
**Variational Bayes**.
In K. Friston,
J. Ashburner,
S. Kiebel,
T. Nichols,
and W. Penny, editors, *Statistical Parametric Mapping: The analysis of functional brain images*.
Elsevier, London,
2006.
Keyword(s): Variational,
Bayesian.
[bibtex-entry]

W. Penny,
J. Mattout,
and N. Trujillo-Barreto.
**Bayesian model selection and averaging**.
In K. Friston,
J. Ashburner,
S. Kiebel,
T. Nichols,
and W. Penny, editors, *Statistical Parametric Mapping: The analysis of functional brain images*.
Elsevier, London,
2006.
Keyword(s): Bayesian,
BMC,
EEG.
[bibtex-entry]

W. Penny,
N. Trujillo-Barreto,
and E. Aubert.
**Spatio-temporal models for EEG**.
In K. Friston,
J. Ashburner,
S. Kiebel,
T. Nichols,
and W. Penny, editors, *Statistical Parametric Mapping: The analysis of functional brain images*.
Elsevier, London,
2006.
Keyword(s): EEG,
Spatial,
GLM.
[bibtex-entry]

## 2004

W.D. Penny and K.J. Friston.
**Classical and Bayesian Iinference in fMRI**.
In L. Landini, editor, *Advanced Image Processing in Magnetic Resonance Imaging*.
Marcel Dekker,
2004.
Keyword(s): introduction.
[bibtex-entry]

## 2003

M. Brett,
W.D. Penny,
and S.J. Kiebel.
**Introduction to Random field theory**.
In R.S.J. Frackowiak,
K.J. Friston,
C. Frith,
R. Dolan,
K.J. Friston,
C.J. Price,
S. Zeki,
J. Ashburner,
and W.D. Penny, editors, *Human Brain Function*.
Academic Press,
2nd edition,
2003.
Keyword(s): introduction,
RFT.
[bibtex-entry]

W.D. Penny and K.J. Friston.
**Classical and Bayesian inference**.
In R.S.J. Frackowiak,
K.J. Friston,
C. Frith,
R. Dolan,
K.J. Friston,
C.J. Price,
S. Zeki,
J. Ashburner,
and W.D. Penny, editors, *Human Brain Function*.
Academic Press,
2nd edition,
2003.
Keyword(s): Bayesian,
fMRI,
hierarchical,
nonsphericity,
PPM,
REML.
[bibtex-entry]

W.D. Penny,
A.P. Holmes,
and K.J. Friston.
**Hierarchical Models**.
In R.S.J. Frackowiak,
K.J. Friston,
C. Frith,
R. Dolan,
K.J. Friston,
C.J. Price,
S. Zeki,
J. Ashburner,
and W.D. Penny, editors, *Human Brain Function*.
Academic Press,
2nd edition,
2003.
Keyword(s): Bayesian,
GLM,
group,
introduction,
RFX,
hierarchical.
[bibtex-entry]

W.D. Penny,
A.P. Holmes,
and K.J. Friston.
**Random effects analysis**.
In R.S.J. Frackowiak,
K.J. Friston,
C. Frith,
R. Dolan,
K.J. Friston,
C.J. Price,
S. Zeki,
J. Ashburner,
and W.D. Penny, editors, *Human Brain Function*.
Academic Press,
2nd edition,
2003.
Keyword(s): RFX,
group,
introduction.
[bibtex-entry]

## 2000

S.J. Roberts W.D. Penny and R. Everson.
**ICA: Model-order selection and dynamic source models**.
In S.J. Roberts and R. Everson, editors, *ICA: Principles and Practice*,
pages 299-314.
Cambridge University Press,
2000.
Keyword(s): Variational,
ICA,
Mixture.
[bibtex-entry]

R. Everson W.D. Penny and S.J. Roberts.
**Hidden Markov Independent Component Analysis**.
In M. Giroliami, editor, *Advances in Independent Component Analysis*.
Springer,
2000.
Keyword(s): Markov,
ICA,
Dynamic.
[bibtex-entry]

## 1999

D. Husmeier W.D. Penny and S.J. Roberts.
**The Bayesian Paradigm: second generation neural computing**.
In P. Lisboa, editor, *Artificial Neural Networks in Biomedicine*.
Springer-Verlag,
1999.
Keyword(s): ANN.
[bibtex-entry]

## 1996

W.D. Penny and D. Frost.
**Modelling psychiatric decisions with linear regression and neural networks**.
In J. Taylor, editor, *Neural Networks and Their Applications*.
John Wiley,
1996.
Keyword(s): ANN.
[bibtex-entry]

**Disclaimer:**

*
This material is presented to ensure timely dissemination of
scholarly and technical work. Copyright and all rights therein
are retained by authors or by other copyright holders.
All person copying this information are expected to adhere to
the terms and constraints invoked by each author's copyright.
In most cases, these works may not be reposted
without the explicit permission of the copyright holder.
*