some minor fixes, more correlation exercises
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@ -99,14 +99,6 @@ Cross-Correlation, Spike--Triggered--Average and Reverse Reconstruction}
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\end{frame}
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\end{frame}
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\begin{frame}[plain]
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\frametitle{Rekapitulation}
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\begin{enumerate}
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\item PSTH\pause
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\end{enumerate}
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\end{frame}
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\begin{frame}
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\begin{frame}
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\frametitle{Introduction to scientific computing}
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\frametitle{Introduction to scientific computing}
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\frametitle{Menue}
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\frametitle{Menue}
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@ -119,7 +111,7 @@ Cross-Correlation, Spike--Triggered--Average and Reverse Reconstruction}
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\begin{frame}[plain]
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\begin{frame}[plain]
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\huge{1. Recapitulation: PSTH}
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\huge{1. Recapitulation: Plotting neuronal activity as a function of time.}
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\end{frame}
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\end{frame}
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@ -142,6 +134,17 @@ Cross-Correlation, Spike--Triggered--Average and Reverse Reconstruction}
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\end{frame}
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\end{frame}
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\begin{frame}
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\frametitle{Relating stimulus and response}
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\framesubtitle{Displaying the neuronal response over time - PSTH}
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\begin{itemize}
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\item What does this tell us? \pause
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\item Wouldn't it be more interesting to relate the response to the stimulus?!
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\end{itemize}
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\end{frame}
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\begin{frame}[plain]
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\begin{frame}[plain]
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\huge{2. Relating stimulus and response}
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\huge{2. Relating stimulus and response}
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\end{frame}
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\end{frame}
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@ -152,7 +155,7 @@ Cross-Correlation, Spike--Triggered--Average and Reverse Reconstruction}
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\framesubtitle{How can we relate the response to the stimulus?}
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\framesubtitle{How can we relate the response to the stimulus?}
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\begin{figure}
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\begin{figure}
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\centering
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\centering
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\includegraphics[height=0.9\textheight]{images/conv_stim}
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\includegraphics[height=0.75\textheight]{images/conv_stim}
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\end{figure}
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\end{figure}
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\end{frame}
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\end{frame}
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@ -201,20 +204,34 @@ ylabel('correlation')
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\frametitle{Relating stimulus and response}
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\frametitle{Relating stimulus and response}
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\framesubtitle{Cross--correlation - Exercises}
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\framesubtitle{Cross--correlation - Exercises}
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\begin{enumerate}
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\begin{enumerate}
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\item calculate the cross-correlation between two vectors of random
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\item Calculate the cross-correlation between two vectors of random
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numbers.
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numbers.
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\item Calculate the cross-correlation between one of these vectors
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\item Calculate the cross-correlation between one of these vectors
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and itself (auto-correlation).
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and itself (auto-correlation).
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\item Calculate the cross-correlation between one vector and a
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\item Calculate the cross-correlation between one vector and a
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time-shifted version of itself (use \verb+circshift+ to do this).
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time-shifted version of itself (use \verb+circshift+ to do this).
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\item Generate two vectors of random numbers, one having a (slight)
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correlation with the other.
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\item Calculate the correlation coefficient (\verb+corrcoef+).
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\item Calculate the cross-correlation.
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\item Calculate the the correlation coefficient between the one
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vector and a \verb+circshif+ted version of the other.
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\item Calculate the cross-correlation of these.
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\item Find out the maximum correlation and its position.
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\end{enumerate}
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\end{enumerate}
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\textbf{Note:} Select max\_lag to be less than 10\% of the length of
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\textbf{Note:} Select max\_lag to be less than 10\% of the length of
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your vectors!
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your vectors!
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\end{frame}
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\begin{frame}[fagile]
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\frametitle{Relating stimulus and response}
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\framesubtitle{Cross--correlation - Exercises}
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\begin{enumerate}
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\begin{enumerate}
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\item Create the cross correlation of the p-unit data and stimulus.
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\item Create the cross correlation of the p-unit data and stimulus.
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\item \textbf{Note:} you have to convert the spike\_times to a PSTH!
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\item \textbf{Note:} you have to convert the spike\_times to a PSTH!
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\item Find out the position of the correlation peak.
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\item Find out the position of the correlation peak.
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\item What does this tell you?
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\item What does it tell you?
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\end{enumerate}
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\end{enumerate}
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\end{frame}
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\end{frame}
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@ -273,8 +290,8 @@ ylabel('correlation')
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\begin{enumerate}
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\begin{enumerate}
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\item Write a function \verb+sta(x, y, count, sample_rate)+ that
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\item Write a function \verb+sta(x, y, count, sample_rate)+ that
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takes the stimulus (x), the response (y, as spike times), the
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takes the stimulus (x), the response (y, as spike times), the
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number (count) of sampling points it should cut out from the
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number (count) of sample points it should cut out from the
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stimulus and the sampling\_rate to convert from times to
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stimulus and the sample\_rate to convert from times to
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indices.
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indices.
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\item \textbf{Beware:} sometimes the spike\_time may be too close
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\item \textbf{Beware:} sometimes the spike\_time may be too close
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to the beginning or the end of the stimulus to cut out enough
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to the beginning or the end of the stimulus to cut out enough
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@ -284,23 +301,6 @@ ylabel('correlation')
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\end{frame}
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\end{frame}
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\begin{frame}[fragile]
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\frametitle{Relating stimulus and response}
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\framesubtitle{Spike--Triggered--Average -- STA}
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What does the \textbf{STA} tell us?
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\begin{figure}
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\centering
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\includegraphics[width=0.25\columnwidth]{images/sta}
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\end{figure}
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\begin{enumerate}
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\item Is there a relation between stimulus and response?\pause
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\item Is there a lag between them and how large is it?\pause
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\item How far in the past does a neuron encode?\pause
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\item Can it see into the future?
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\end{enumerate}
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\end{frame}
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\begin{frame}[plain]
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\begin{frame}[plain]
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\huge{3. Reverse reconstruction using the \textbf{STA}}
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\huge{3. Reverse reconstruction using the \textbf{STA}}
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\end{frame}
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\end{frame}
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