fano factor test
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latex:
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pdflatex *.tex > /dev/null
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pdflatex *.tex > /dev/null
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pdflatex *.tex > /dev/null
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clean:
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rm -rf *.log *.aux *.zip *.out auto *.bbl *.blg
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rm -f `basename *.tex .tex`.pdf
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zip: latex
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zip `basename *.tex .tex`.zip *.pdf *.jpg
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\documentclass[addpoints,10pt]{exam}
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\usepackage{url}
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\usepackage{color}
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\usepackage{hyperref}
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\pagestyle{headandfoot}
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\runningheadrule
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\firstpageheadrule
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\firstpageheader{Scientific Computing}{Project Assignment}{11/05/2014
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-- 11/06/2014}
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%\runningheader{Homework 01}{Page \thepage\ of \numpages}{23. October 2014}
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\firstpagefooter{}{}{}
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\runningfooter{}{}{}
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\pointsinmargin
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\bracketedpoints
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%\printanswers
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%\shadedsolutions
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\begin{document}
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%%%%%%%%%%%%%%%%%%%%% Submission instructions %%%%%%%%%%%%%%%%%%%%%%%%%
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\sffamily
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% \begin{flushright}
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% \gradetable[h][questions]
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% \end{flushright}
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\begin{center}
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\input{../disclaimer.tex}
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\end{center}
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%%%%%%%%%%%%%% Questions %%%%%%%%%%%%%%%%%%%%%%%%%
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In you zip file you find a natural image called {\tt natimg.jpg}.
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\begin{questions}
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\question Load the image and extract all pixels as three dimensional
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vectors (red, green, and blue channel).
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\question Perform a principal component analysis on these
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three-dimensional vectors.
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\question Try to find a interpretation of the principal components
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you find in terms of colors. Find a good way to visualize this.
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\question What could be the biological significance of that (\cite{BG} can
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give you a clue)?
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\end{questions}
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\begin{thebibliography}{1}
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\bibitem{BG} Buchsbaum, G., \& Gottschalk, A. (1983). Trichromacy,
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opponent colours coding and optimum colour information transmission
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in the retina. Proceedings of the Royal Society of London. Series B,
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Containing Papers of a Biological Character. Royal Society (Great
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Britain), 220(1218), 89–113.
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\end{thebibliography}
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\end{document}
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10
projects/project_fano_test/Makefile
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10
projects/project_fano_test/Makefile
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latex:
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pdflatex *.tex > /dev/null
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pdflatex *.tex > /dev/null
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clean:
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rm -rf *.log *.aux *.zip *.out auto
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rm -f `basename *.tex .tex`.pdf
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zip: latex
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zip `basename *.tex .tex`.zip *.pdf *.dat *.mat
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66
projects/project_fano_test/fano.tex
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66
projects/project_fano_test/fano.tex
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\documentclass[addpoints,10pt]{exam}
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\usepackage{url}
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\usepackage{color}
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\usepackage{hyperref}
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\pagestyle{headandfoot}
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\runningheadrule
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\firstpageheadrule
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\firstpageheader{Scientific Computing}{Project Assignment}{11/05/2014
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-- 11/06/2014}
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%\runningheader{Homework 01}{Page \thepage\ of \numpages}{23. October 2014}
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\firstpagefooter{}{}{}
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\runningfooter{}{}{}
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\pointsinmargin
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\bracketedpoints
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%\printanswers
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%\shadedsolutions
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\begin{document}
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%%%%%%%%%%%%%%%%%%%%% Submission instructions %%%%%%%%%%%%%%%%%%%%%%%%%
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\sffamily
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% \begin{flushright}
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% \gradetable[h][questions]
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% \end{flushright}
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\begin{center}
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\input{../disclaimer.tex}
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\end{center}
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%%%%%%%%%%%%%% Questions %%%%%%%%%%%%%%%%%%%%%%%%%
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\begin{questions}
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\question The Fano factor $\frac{\sigma^2}{\mu}$ is a common measure
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in neural coding because a Poisson process---for which each spike is
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independent of every other---has a Fano factor of one.
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The table contains spike counts from a neuron measured in twelve
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trials.
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\begin{center}
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\begin{tabular}{cccc}
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\multicolumn{4}{c}{\bf number of spikes} \\ \hline\\
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36.00 & 28.00 & 38.00 & 35.00\\
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32.00 & 30.00 & 35.00 & 29.00\\
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29.00 & 24.00 & 26.00 & 34.00
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\end{tabular}
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\end{center}
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\begin{parts}
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\part Use {\em Eden, U. T., \& Kramer, M. (2010). Drawing
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inferences from Fano factor calculations. Journal of
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neuroscience methods, 190(1), 149--152} to construct a test that
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uses the Fano factor as test statistic and tests against the Null
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hypothesis that the spike counts come from a Poisson process.
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\part Plot the spike counts appropriately.
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\part Implement the test and use that it on the data above.
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\end{parts}
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\end{questions}
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\end{document}
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