[Depmix-commits] r290 - papers/jss
noreply at r-forge.r-project.org
noreply at r-forge.r-project.org
Wed Jul 8 17:25:52 CEST 2009
Author: ingmarvisser
Date: 2009-07-08 17:25:51 +0200 (Wed, 08 Jul 2009)
New Revision: 290
Modified:
papers/jss/article.tex
Log:
Written section/subsections into jss style paper.
Modified: papers/jss/article.tex
===================================================================
--- papers/jss/article.tex 2009-07-08 15:05:48 UTC (rev 289)
+++ papers/jss/article.tex 2009-07-08 15:25:51 UTC (rev 290)
@@ -5,21 +5,32 @@
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%% almost as usual
-\author{Achim Zeileis\\Wirtschaftsuniversit\"at Wien \And
- Second Author\\Plus Affiliation}
-\title{A Capitalized Title: Something About a Package \pkg{foo}}
+\author{Ingmar Visser\\University of Amsterdam \And
+ Maarten Speekenbrink\\University College London }
+\title{\pkg{depmixS4}: An \proglang{R}-package for hidden Markov models}
%% for pretty printing and a nice hypersummary also set:
-\Plainauthor{Achim Zeileis, Second Author} %% comma-separated
-\Plaintitle{A Capitalized Title: Something About a Package foo} %% without formatting
-\Shorttitle{A Capitalized Title} %% a short title (if necessary)
+\Plainauthor{Ingmar Visser, Maarten Speekenbrink} %% comma-separated
+\Plaintitle{depmixS4: An R-package for hidden Markov models} %% without formatting
+\Shorttitle{depmixS4 Hidden Markov Models} %% a short title (if necessary)
%% an abstract and keywords
\Abstract{
- The abstract of the article.
+ \pkg{depmixS4} implements a general framework for definining and
+ fitting hidden Markov mixture model in the R programming language
+ \citep{R2009}. This includes standard Markov models,
+ latent/hidden Markov models, and latent class and finite mixture
+ distribution models. The models can be fitted on mixed
+ multivariate data with multinomial and/or gaussian distributions.
+ Parameters can be estimated subject to general linear constraints.
+ Parameter estimation is done through an EM algorithm or by a
+ direct optimization approach using the
+ \pkg{Rdonlp2} optimization routine when contraints are imposed on
+ the parameters. A number of illustrative examples are included.
+
}
-\Keywords{keywords, comma-separated, not capitalized, \proglang{Java}}
-\Plainkeywords{keywords, comma-separated, not capitalized, Java} %% without formatting
+\Keywords{hidden Markov model, dependent mixture model, mixture model, \proglang{R}}
+\Plainkeywords{hidden Markov model, dependent mixture model, mixture model,R} %% without formatting
%% at least one keyword must be supplied
%% publication information
@@ -34,12 +45,14 @@
%% The address of (at least) one author should be given
%% in the following format:
\Address{
- Achim Zeileis\\
- Department f\"ur Statistik \& Mathematik\\
- Wirtschaftsuniversit\"at Wien\\
- 1090 Wien, Austria\\
- E-mail: \email{Achim.Zeileis at wu-wien.ac.at}\\
- URL: \url{http://statmath.wu-wien.ac.at/~zeileis/}
+Ingmar Visser\\
+Department of Psychology\\
+University of Amsterdam,
+Roetersstraat 15\\
+1018 WB, Amsterdam\\
+The Netherlands\\
+E-mail: \email{i.visser at uva.nl} \\
+URL: \url{http://www.ingmar.org/}
}
%% It is also possible to add a telephone and fax number
%% before the e-mail in the following format:
@@ -57,7 +70,58 @@
%% include your article here, just as usual
%% Note that you should use the \pkg{}, \proglang{} and \code{} commands.
-\section[About Java]{About \proglang{Java}}
+\section[]{Introduction}
%% Note: If there is markup in \(sub)section, then it has to be escape as above.
+Why did we develop depmixS4?
+
+\section{The dependent mixture model}
+
+Describe the model formulae
+
+\subsection{Likelihood}
+
+Give some refs to computing the likelihood
+
+\subsection{Parameter estimation}
+
+Give some refs to EM/forward/backbward and possibly others.
+
+
+\section{Using \pkg{depmixS4}}
+
+Explain the three steps involved in fitting a model.
+
+
+\subsection{Start-up example}
+
+Just the RT data.
+
+
+\subsection{Adding covariates on transition parameters}
+
+
+Give an example on how to do this.
+
+
+\subsection{Add covariates to prior model}
+
+Give an example with the balance data.
+
+\section{Extending \pkg{depmixS4}}
+
+Introduce the exgaus example.
+
+Explain the use of makeDepmix for having full control of every aspect of the model.
+
+
+\section{Conclusion \& future work}
+
+
+What are our next plans?
+
+
+\bibliography{all,ingmar}
+
+
\end{document}
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