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\author{ {\fontspec{Trebuchet MS}Marcin Chrz\k{a}szcz, Gośka Pikies} (Universit\"{a}t Z\"{u}rich)}
\institute{UZH}
\title[$\PB \to \PK \ell \ell$ update]{$\PB \to \PK \ell \ell$ update}
\date{01 March 2016}


\begin{document}
\tikzstyle{every picture}+=[remember picture]

{
\setbeamertemplate{sidebar right}{\llap{\includegraphics[width=\paperwidth,height=\paperheight]{bubble2}}}
\begin{frame}[c]%{\phantom{title page}} 
\begin{center}
\begin{center}
	\begin{columns}
		\begin{column}{0.75\textwidth}
			\flushright\fontspec{Trebuchet MS}\bfseries \Huge {$\PB \to \PK \ell \ell$ update}
		\end{column}
                \begin{column}{0.02\textwidth}
                  {~}
                  \end{column}
                \begin{column}{0.23\textwidth}
                 % \hspace*{-1.cm}
                  \vspace*{-3mm}
                  \includegraphics[width=0.6\textwidth]{lhcb-logo}
                  \end{column}
	        
	\end{columns}
\end{center}
	\quad
	\vspace{3em}
\begin{columns}
\begin{column}{0.44\textwidth}
\flushright \vspace{-1.8em} {\fontspec{Trebuchet MS} \Large Marcin Chrząszcz\\\vspace{-0.1em}\Large Gośka Pikies}

\end{column}
\begin{column}{0.53\textwidth}
\includegraphics[height=1.3cm]{uzh-transp}
\end{column}
\end{columns}

\vspace{1em}
%		\footnotesize\textcolor{gray}{With N. Serra, B. Storaci\\Thanks to the theory support from M. Shaposhnikov, D. Gorbunov}\normalsize\\
\vspace{0.5em}

	\textcolor{normal text.fg!50!Comment}{$R(K)$ meeting, CERN\\March 01, 2016}
\end{center}
\end{frame}
}




\begin{frame}[c]{Feature engineering}
{~}
	\begin{minipage}{\textwidth}
	$\Rrightarrow$  We wanted to align the training with $\PB \to \PK \Pe \Pe$.\\
	The base is:	
\begin{footnotesize}
\begin{columns}
\column{2.5in}	
	

	\begin{itemize}
	\item \texttt{K\_Kst\_IPCHI2\_OWNPV}
	\item \texttt{B\_plus\_ENDVERTEX\_CHI2}
	\item \texttt{e\_minus\_IPCHI2\_OWNPV}
	\item \texttt{e\_plus\_IPCHI2\_OWNPV}
	\item \texttt{B\_plus\_PT}
	\item \texttt{B\_plus\_IPCHI2\_OWNPV}
	\item \texttt{B\_plus\_FD\_OWNPV}
	\item \texttt{B\_plus\_DIRA\_OWNPV}
	\item \texttt{B\_plus\_P}
	\item \texttt{K\_Kst\_P}
	\item \texttt{e\_plus\_TRACK\_CHI2NDOF}
	\item \texttt{e\_minus\_TRACK\_CHI2NDOF}
	\item \texttt{K\_Kst\_TRACK\_CHI2NDOF}
	\end{itemize}
	\column{2.5in}
	$\Rrightarrow$ 	In addition we have extensions:
		\begin{itemize}		
\item 	\texttt{K\_Kst\_MC12TuneV2\_ProbNNk} (kpid)
\item 	\texttt{K\_Kst\_PT}	(kpt, ep )
\item    \texttt{e\_plus\_PT} (ep)
\item    \texttt{e\_minus\_PT} (ep)

	\end{itemize}
	\end{columns}
	\end{footnotesize}
	\end{minipage}
		\vspace*{2.cm}
\end{frame}


\begin{frame}[c]{Performance}
{~}
	\begin{minipage}{\textwidth}
	$\Rrightarrow$ The performance of the training (10-Fold training)
	\begin{center}
	\includegraphics[width=0.8\textwidth]{images/B2kll/rocs.png}
	\end{center}
	
	
	\end{minipage}
		\vspace*{2.cm}
\end{frame}


\begin{frame}[c]{Put or not to put PIDK in BDT}
{~}
	\begin{minipage}{\textwidth}
	$\Rrightarrow$ Cuts: $\texttt{K\_Kst\_MC12TuneV2\_ProbNNk} >0.1, 0.2, 0.3, 0.4, 0.5, 0.6$.
	\begin{center}
	\includegraphics[width=0.3\textwidth]{{images/B2kll/0.1}.png}
	\includegraphics[width=0.3\textwidth]{{images/B2kll/0.2}.png}	
	\includegraphics[width=0.3\textwidth]{{images/B2kll/0.3}.png}\\
	\includegraphics[width=0.3\textwidth]{{images/B2kll/0.4}.png}
	\includegraphics[width=0.3\textwidth]{{images/B2kll/0.5}.png}	
	\includegraphics[width=0.3\textwidth]{{images/B2kll/0.6}.png}	
	
		\end{center}
	
	
	\end{minipage}
		\vspace*{2.cm}
\end{frame}


\begin{frame}[c]{Fold consistency}
{~}
	\begin{minipage}{\textwidth}
	$\Rrightarrow$ Comparison of the ROC curves
	\begin{center}
	\includegraphics[width=0.4\textwidth]{{images/B2kll/Roc_consistance_DT_base}.png}
	\includegraphics[width=0.4\textwidth]{{images/B2kll/Roc_consistance_DT_ep}.png}	\\
	\includegraphics[width=0.4\textwidth]{{images/B2kll/Roc_consistance_DT_kpid}.png}
	\includegraphics[width=0.4\textwidth]{{images/B2kll/Roc_consistance_DT_kpt}.png}
	
	
		\end{center}
	
	
	\end{minipage}
		\vspace*{2.cm}
\end{frame}


\begin{frame}[c]{Distribution consistency}
{~}
	\begin{minipage}{\textwidth}
	$\Rrightarrow$ Comparison of the Distributions (base):
	\begin{center}
	
	\includegraphics[width=0.45\textwidth]{{images/B2kll/BDT_consistance_bkg_DT_base}.png}
	\includegraphics[width=0.45\textwidth]{{images/B2kll/BDT_consistance_sig_DT_base}.png}
	\end{center}
	
	
	
	
	\end{minipage}
		\vspace*{2.cm}
\end{frame}

\begin{frame}[c]{Distribution consistency}
{~}
	\begin{minipage}{\textwidth}
	$\Rrightarrow$ Comparison of the Distributions (kpid):
	\begin{center}
	
	\includegraphics[width=0.45\textwidth]{{images/B2kll/BDT_consistance_bkg_DT_kpid}.png}
	\includegraphics[width=0.45\textwidth]{{images/B2kll/BDT_consistance_sig_DT_kpid}.png}
	\end{center}
	
	
	
	
	\end{minipage}
		\vspace*{2.cm}
\end{frame}


\begin{frame}[c]{Distribution consistency}
{~}
	\begin{minipage}{\textwidth}
	$\Rrightarrow$ Comparison of the Distributions (kpt):
	\begin{center}
	
	\includegraphics[width=0.45\textwidth]{{images/B2kll/BDT_consistance_bkg_DT_kpt}.png}
	\includegraphics[width=0.45\textwidth]{{images/B2kll/BDT_consistance_sig_DT_kpt}.png}
	\end{center}
	
	
	
	
	\end{minipage}
		\vspace*{2.cm}
\end{frame}

\begin{frame}[c]{Distribution consistency}
{~}
	\begin{minipage}{\textwidth}
	$\Rrightarrow$ Comparison of the Distributions (ep):
	\begin{center}
	
	\includegraphics[width=0.45\textwidth]{{images/B2kll/BDT_consistance_bkg_DT_ep}.png}
	\includegraphics[width=0.45\textwidth]{{images/B2kll/BDT_consistance_sig_DT_ep}.png}
	\end{center}
	
	
	
	
	\end{minipage}
		\vspace*{2.cm}
\end{frame}



\begin{frame}[c]{Conclusions}
{~}
	\begin{minipage}{\textwidth}
\begin{itemize}
\item Large portion of efficiency gain of \texttt{K\_Kst\_MC12TuneV2\_ProbNNk} inside the BDT can be recovered by applying a \texttt{K\_Kst\_MC12TuneV2\_ProbNNk} cut. 
\item I would still go with putting it inside the BDT, as it makes life easier.
\item See what other people working in this say.


\end{itemize}
	
	
	
	\end{minipage}
		\vspace*{2.cm}
\end{frame}



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