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\begin{document}
\begin{frame}{}
\begin{figure}  \centering  
\includegraphics[width=3.7in]{images/CovertMDTS.jpg}\\ \end{figure}

\end{frame}


\begin{frame}{Interactive mapping of project portfolio - Requirements}

\begin{columns}
\column{.6\textwidth}

  \begin{itemize}
    \item<1-> \small  \textbf{Handle unstructured textual datasets} extract implicit relations (co-occurrence patterns) 
    through text-mining methods (no specific relation required,  only some textual content).
    \item<2-> \small  \textbf{Interactivity} Tools for real-time interaction with corpora. \textbf{Make your own idea} of what is there. Cumulative outcomes.
    \item<3-> \small  \textbf{Portable} Run as server application or as desktop application, run on PC, Mac, Linux ...
    \item<4-> \small    \textbf{Easy-to-use \& user-friendly} novice can play immediatly, become quickly confirmed user
    \item<5-> \small  \textbf{Compatibility with other softwares and database} several import and export formats, open software licence (GPL3)

  \end{itemize}

\column{.4\textwidth}

\only<1>{ \begin{figure}  \centering  
\includegraphics[width=120px]{images/docNgram.jpg}\\ \end{figure} }
\only<2>{ \begin{figure}  \centering  
\includegraphics[width=160px]{images/interaction.jpg}\\ \end{figure} }
\only<3>{ \begin{figure}  \centering   \includegraphics[width=110
px]{images/babel.jpg}\\ \end{figure} }
\only<4>{ \begin{figure}  \centering   \includegraphics[width=110
px]{images/userfriendly.png}\\ \end{figure} }
\only<5>{ \begin{figure}  \centering   \includegraphics[width=110
px]{images/fileformat.jpg}\\ \end{figure} }

\end{columns}

\end{frame}

\begin{frame}{Mapping philosophy}
\begin{itemize}
 \item <1->Different views of the same complex network rather than THE map,
 \item <2-> Most valuable information about complex networks is obtained by map manipulations and queries,
\item <3-> At any moment  the user should be able to go from the agregated level (the graphs) to the micro level (the documents/Ngrams selection) and back.
\end{itemize}
\end{frame}


\begin{frame}{Maps building blocks}

\begin{enumerate}
 \item <1->The corpora (csv format, etc.) \textit{e.g.} the project portfolio
 \item <2-> The white list and stop words that defines the thematic perimeter (cumulative expertise with the master white list),
\item <3-> Proximity measures between terms and documents
\end{enumerate}

\vspace*{1cm}

\only<1>{
``corp\_id'',``doc\_id'',``title'',``abstract'' \\
``FET OPEN'',``59'',``TINA'',``TINA is a support action aiming to develop
tools for the analysis and visualisation of the relationships between
scientific research projects and proposals.''}
\only<2>{
status~~~~~~~~~~label~~~~~~~~~~~~~~~~~~~~~~~~~forms
 \begin{figure}  \centering  
\includegraphics[width=300px]{images/wl.png}\\ \end{figure} }

\only<3>{ 
\begin{itemize}
 \item $P_1=\frac{n_{ij}}{min(n_i,n_j)}$ 
 \item $P_2=\frac{n_{ij}^2}{n_i.n_j}$ 
 \item $P_3=((\frac{n_{ij}^T}{n_i^T})^{\alpha}(\frac{n_{ij}^T}{n_j^T})^{
1/\alpha})^{min(\alpha,\frac{1}{\alpha})}$.

\end{itemize}}
\end{frame}


\begin{frame}{Some notion about terms selection}

\begin{columns}
\column{.4\textwidth}
\begin{itemize}
 \item <1->Powerlaw distribution is frequent
 \item <2->Most interesting terms for maps are those with medium range occurrences.
\item <3-> Each category of terms will bring caracteristic patterns to the maps.
\end{itemize}
\column{.6\textwidth}
\only<1>{ \begin{figure}  \centering  
\includegraphics[width=160px]{images/powerlaw.jpg}\\ \end{figure} }
\only<2>{ \begin{figure}  \centering  
\includegraphics[width=160px]{images/powerlaw1.jpg}\\ \end{figure} }
\only<3>{ \begin{figure}  \centering  
\includegraphics[width=160px]{images/powerlaw2.jpg}\\ \end{figure} }
\only<4>{ \begin{figure}  \centering  
\includegraphics[width=160px]{images/powerlaw3.jpg}\\ \end{figure} }
\only<5>{ \begin{figure}  \centering  
\includegraphics[width=160px]{images/powerlaw4.jpg}\\ \end{figure} }
\end{columns}
\end{frame}


\begin{frame}{Some basic notions about bipartite graphs}
\begin{columns}
\column{.4\textwidth}
\begin{itemize}
\item<1>  \small  \textbf{Project neighborhood}\\A project can have
several keywords
\item<2>  \small \textbf{Term neighborhood} \\A term can be mentioned by
several projects.


\end{itemize}

\column{.6\textwidth}
\only<1>{ \begin{figure}  \centering   \includegraphics[width=180px]{images/projectNeigh.jpg}\\ \end{figure} }
\only<2>{ \begin{figure}  \centering  
\includegraphics[width=180px]{images/TermNeigh.jpg}\\ \end{figure} }


\end{columns}
\end{frame}
%%%

\begin{frame}{The TINA software suite}
\begin{columns}
\column{.4\textwidth}
\begin{itemize}

 \only<1>{\small  \item \textbf{Tinasoft desktop} is a software for the
production, the exploration and annotation of projects maps. It includes
text-mining and natural language processing technologies,  reconstruction
methods of thematic landscape and visualisation tools. }
 \only<2>{\small \item \textbf{Tinaweb } is a stand alone interface for the
exploration of projects maps created by tinasoft. It can be ran on a personal
computer or online.}


\end{itemize}

\column{.6\textwidth}
\only<1>{ \begin{figure}  \centering   \includegraphics[width=180
px]{images/desktop.jpg}\\ \end{figure} }
\only<2>{ \begin{figure}  \centering  
\includegraphics[width=180px]{images/tinaweb.jpg}\\ \end{figure} }


\end{columns}
\end{frame}


\begin{frame}{Mapping projects with TINA\textit{softs}}

\only<1>{ \begin{figure}  \centering   \includegraphics[width=300
px]{images/Methodology.png}\\ \end{figure} }
\begin{figure}  \centering   \includegraphics[width=200
px]{images/desktop.jpg}\\ \end{figure}

\end{frame}


\begin{frame}{Some basic operators}
\begin{columns}
\column{.6\textwidth}
\begin{itemize}
 \uncover<1->{\small \item \textbf{Search} for a string }
\vspace{12px}
 \uncover<2->{\small \item \textbf{Select} one or several nodes,}
\vspace{12px}
 \uncover<3->{\small  \item \textbf{Switch} to the other bipartite component,}
\vspace{12px}
\uncover<4->{\small   \item \textbf{Change level} from global view to
neighborhood view,}
\vspace{12px}
\uncover<5->{\small   \item \textbf{Adjust filter} Unfold the graph removing
edges and nodes }

\end{itemize}

\column{.4\textwidth}
\visible<1->{ \begin{figure}  \centering  
\includegraphics[width=12px]{images/search.png}\\ \end{figure} }
\visible<2->{ \begin{figure}  \centering  
\includegraphics[width=12px]{images/select.png}\\ \end{figure} }
\visible<3->{ \begin{figure}  \centering  
\includegraphics[width=12px]{images/switch.png}\\ \end{figure} }
\visible<4->{ \begin{figure}  \centering   \includegraphics[width=12
px]{images/meso.png}\\ \end{figure} }
\visible<5->{ \begin{figure}  \centering   \includegraphics[width=12
px]{images/filter.png}\\ \end{figure} }

\end{columns}
\end{frame}


\begin{frame}{Queries examples}

\begin{itemize}

\uncover<1->{\small   \item \textbf{Find the core/periphery of the project network or the semantic network} 
\begin{figure}  \centering \includegraphics[width=15px]{images/filter.png}\includegraphics[width=15px]{images/select.png}\end{figure} 
}

\uncover<2->{\small   \item \textbf{Map the semantic background of a part of the portfolio} 
\begin{figure}  \centering \includegraphics[width=15px]{images/select.png}\includegraphics[width=15px]{images/meso.png}
\includegraphics[width=15px]{images/switch.png}\end{figure} 
}
\uncover<3->{\small \item \textbf{Target a specific domain}\begin{figure}  \centering 
\includegraphics[width=15px]{images/search.png}\includegraphics[width=15px]{images/meso.png}\includegraphics[width=15px]{images/switch.png}\\ \end{figure} } 
 
\uncover<4->{\small  \item \textbf{Find the semantic and project background of an expression}   
\begin{figure}  \centering \includegraphics[width=15px]{images/search.png}\includegraphics[width=15px]{images/meso.png}\includegraphics[width=15px]{images/select.png}\includegraphics[width=15px]{images/switch.png}\includegraphics[width=15px]{images/select.png}
\\ \end{figure} 
  }
 
\uncover<5->{\small   \item \textbf{Find a path between two projects or terms} 
\begin{figure}  \centering \includegraphics[width=15px]{images/select.png}\includegraphics[width=15px]{images/switch.png}\includegraphics[width=15px]{images/N.png}
\end{figure}  } 


\end{itemize}

\end{frame}

\begin{frame}{Perspectives}

\begin{itemize}
\item<1-> \small  \textbf{Multipartite heterogeneous network} keep it simple and reactive 
\item<2-> \small  \textbf{Dynamics} Use phylogenies landscapes as support for queries
\item<3-> \small  \textbf{Distributed computing and data storage} organize the decentralisation to map the whole science in real-time  
\item<4-> \small  \textbf{Interface with other tools and databases} 

\end{itemize}


\end{frame}


\end{document}


