\documentclass{report}
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\title{\textbf{Neural Network Classification System\\ Using\\ SNNS and MATLAB Software}}
\author{Nathan Reinheimer\\ 230041768}
\date{03-07-2005}
\begin{document}
\maketitle
\def\chaptername{Project Component}
\setcounter{chapter}{0}
\section*{Problem}

Build and train a neural network using the MATLAB and/or SNNS packages.

\section*{Methodology}

\section*{Network Configurations}

In total, 30 networks have been created to run the set of test cases.  They have been constructed as follows.  As suggested, networks have been constructed using either 5, 10, or 15 nodes in the hidden layer.  For each of these possibilities, there are 10 variations.  These variations differ only in the data that they will be trained and tested using.  All networks use logsig as the transfer function for both layers.  This was chosen since it does not make much sense to use purelin or tansig due to the fact that we do not require any negative numbers.  Also, testing showed that the two logsig configuration gave the most (the only) reasonable results.  The training function used in all networks is MATLABS' TRAINLM function.  This may have been a poor choice since changing the learning rate does not seem to affect the results, but it was the only one that brought the performance to a usable level for the given data in a reasonable time.  It is a very fast algorithm, so it completes the training without the number of epochs never gets very high, but it has high memory/space usage since it must store and do operations on matricies.  The networks also use MATLABS' LEARNGDM (Gradient descent with momentum) learning function.  These configurations seem to give meaningful results that can be analysed.

\section*{Test Data}

Ten different data sets have been constructed for training and testing the networks.  Each training set is the input set with two birds removed giving test vectors from the following birds:

\begin{itemize}
\item Test 1 - Common Loon (1), Western Grebe(4)
\item Test 2 - Laysan Albatross (8), White Pelican (11)
\item Test 3 - Mallard (15), Peregrin Falcon (20)
\item Test 4 - Turkey (25), Great Blue Heron (29)
\item Test 5 - Whooping Crane (33), American Avocet (37)
\item Test 6 - Rock Dove (41), Yellow Billed Cuckoo (45)
\item Test 7 - Snowy Owl (49), Common Nighthawk (53)
\item Test 8 - Black Swift (57), Thick Billed Parrot (61)
\item Test 9 - Rufous Hummingbird (58), Coppery Tailed Trogon (63)
\item Test 10 - Pileated Woodpecker (66), Common Raven (70)
\end{itemize}

The test vectors for the most part follow the form of one from each the first two groups, one from each of the next two groups, and so on.  The only exception is the case where the Coppery Tailed Trogon is involved.  Since it is alone in its class, it was paired with a bird from a class that had four choices, instead of one from a class containing two birds, which would have been the case if the form was followed.  While this strategy may not give the most correct results, hopefully the performance can be compared to that of another student and result in some valueble information.


\section*{Training Parameters}

\pagebreak
\section*{Test Results}
\subsection*{Training Results}
\subsubsection*{Set 1 - Common Loon (1) and Western Grebe(4)}
\includegraphics[width = 3.5in]{t5_1.png}
\includegraphics[width = 3.5in]{t10_1.png}\\
\begin{center}
\includegraphics[width = 3.5in]{t15_1.png}
\end{center}

\pagebreak
\subsubsection*{Set 2 -  Laysan Albatross (8) and White Pelican (11)}
\includegraphics[width = 3.5in]{t5_2.png}
\includegraphics[width = 3.5in]{t10_2.png}\\
\begin{center}
\includegraphics[width = 3.5in]{t15_2.png}
\end{center}

\pagebreak
\subsubsection*{Set 3 - Mallard (15) and Peregrin Falcon (20)}
\includegraphics[width = 3.5in]{t5_3.png}
\includegraphics[width = 3.5in]{t10_3.png}\\
\begin{center}
\includegraphics[width = 3.5in]{t15_3.png}
\end{center}


\pagebreak
\subsubsection*{Set 4 - Turkey (25) and Great Blue Heron (29)}
\includegraphics[width = 3.5in]{t5_4.png}
\includegraphics[width = 3.5in]{t10_4.png}\\
\begin{center}
\includegraphics[width = 3.5in]{t15_4.png}
\end{center}

\pagebreak
\subsubsection*{Set 5 - Whooping Crane (33) and American Avocet (37)}
\includegraphics[width = 3.5in]{t5_5.png}
\includegraphics[width = 3.5in]{t10_5.png}\\
\begin{center}
\includegraphics[width = 3.5in]{t15_5.png}
\end{center}

\pagebreak
\subsubsection*{Set 6 - Rock Dove (41) and Yellow Billed Cuckoo (45)}
\includegraphics[width = 3.5in]{t5_6.png}
\includegraphics[width = 3.5in]{t10_6.png}\\
\begin{center}
\includegraphics[width = 3.5in]{t15_6.png}
\end{center}

\pagebreak
\subsubsection*{Set 7 - Snowy Owl (49) and Common Nighthawk (53)}
\includegraphics[width = 3.5in]{t5_7.png}
\includegraphics[width = 3.5in]{t10_7.png}\\
\begin{center}
\includegraphics[width = 3.5in]{t15_7.png}
\end{center}

\pagebreak
\subsubsection*{Set 8 - Black Swift (57) and Thick Billed Parrot (61)}
\includegraphics[width = 3.5in]{t5_8.png}
\includegraphics[width = 3.5in]{t10_8.png}\\
\begin{center}
\includegraphics[width = 3.5in]{t15_8.png}
\end{center}


\pagebreak
\subsubsection*{Set 9 - Rufous Hummingbird (58) and Coppery Tailed Trogon (63)}
\includegraphics[width = 3.5in]{t5_9.png}
\includegraphics[width = 3.5in]{t10_9.png}\\
\begin{center}
\includegraphics[width = 3.5in]{t15_9.png}
\end{center}

\pagebreak
\subsubsection*{Set 10 - Pileated Woodpecker (66) and Common Raven (70)}
\includegraphics[width = 3.5in]{t5_10.png}
\includegraphics[width = 3.5in]{t10_10.png}\\
\begin{center}
\includegraphics[width = 3.5in]{t15_10.png}
\end{center}
\pagebreak

\subsection*{Simulation Results}

\subsubsection*{Set 1 - Common Loon (1) and Western Grebe(4)}

\begin{tabular}{|c|c|c|c|}
\hline \multicolumn{4}{|l|}{Bird 1 - Common Loon}\\
\hline
\hline Hidden Nodes & Score & Expected & Found \\
\hline 5 & Pass & 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 & 0.0118 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 \\
\hline 10 & Pass & 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 & 0.0253 0 0 0.0245 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 \\
\hline 15 & Fail & 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 & 0.0443 0 0 0.9859 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 \\
\hline
\end{tabular}\\\\

\noindent \begin{tabular}{|c|c|c|c|}
\hline \multicolumn{4}{|l|}{Bird 4 - Western Grebe}\\
\hline
\hline Hidden Nodes & Score & Expected & Found \\
\hline 5 & Fail & 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 & 0.5607 0 0 0 0 0 0 0 0 0 0 0 0.0276 0 0 0 0 0 0 0 \\
\hline 10 & Pass & 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 & 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 \\
\hline 15 & Pass & 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 & 0 0.999 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\\
\hline
\end{tabular}


\subsubsection*{Set 2 -  Laysan Albatross (8) and White Pelican (11)}

\begin{tabular}{|c|c|c|c|}
\hline \multicolumn{4}{|l|}{Bird 8 - Laysan Albatross}\\
\hline
\hline Hidden Nodes & Score & Expected & Found \\
\hline 5 & Pass & 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 & 0 0 1 0 0 0.0169 0 0 0 0 0 0 0 0 0 0 0 0 0 0 \\
\hline 10 & Pass & 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 & 0 0 1 0.9561 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 \\
\hline 15 & Fail & 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 & 0 0 0 0 0 0.998 0 0 0 0 0 0 0 0 0 0 0 0 0 0  \\
\hline
\end{tabular}\\\\

\noindent \begin{tabular}{|c|c|c|c|}
\hline \multicolumn{4}{|l|}{Bird 11 - White Pelican}\\
\hline
\hline Hidden Nodes & Score & Expected & Found \\
\hline 5 & Fail & 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 & 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 \\
\hline 10 & Fail & 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 & 0 0 0 0 0.2447 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 \\
\hline 15 & Fail & 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 & 0 0 0 0 0.6877 0.8811 0 0 0 0 0 0 0 0 0 0 0 0 0 0 \\
\hline
\end{tabular}


\subsubsection*{Set 3 - Mallard (15) and Peregrin Falcon (20)}


\begin{tabular}{|c|c|c|c|}
\hline \multicolumn{4}{|l|}{Bird 15 - Mallard}\\
\hline
\hline Hidden Nodes & Score & Expected & Found \\
\hline 5 & Pass & 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 & 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 \\
\hline 10 & Pass & 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 & 0 0 0 0 0.9081 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 \\
\hline 15 & Pass & 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 & 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 \\
\hline
\end{tabular}\\\\


\noindent \begin{tabular}{|c|c|c|c|}
\hline \multicolumn{4}{|l|}{Bird 20 - Peregrin Falcon}\\
\hline
\hline Hidden Nodes & Score & Expected & Found \\
\hline 5 & Pass & 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 & 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 \\
\hline 10 & Pass & 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 & 0 0 0 0.0161 0 0.9918 0 0 0 0 0 0 0 0 0 0 0 0 0 0 \\
\hline 15 & Pass & 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 & 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 \\
\hline
\end{tabular}

\subsubsection*{Set 4 - Turkey (25) and Great Blue Heron (29)}


\begin{tabular}{|c|c|c|c|}
\hline \multicolumn{4}{|l|}{Bird 25 - Turkey}\\
\hline
\hline Hidden Nodes & Score & Expected & Found \\
\hline 5 & Pass & 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 & 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 \\
\hline 10 & Fail & 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 & 0.0557 0 0 0 0 0 0 0 0 0 0.9174 0 0 0 0 0 0 0 0 0 \\
\hline 15 & Pass & 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 & 0 0 0 0 0 0 0.68 0 0 0 0 0.0086 0 0 0 0 0 0 0 0 \\
\hline
\end{tabular}\\\\

\noindent \begin{tabular}{|c|c|c|c|}
\hline \multicolumn{4}{|l|}{Bird 29 - Great Blue Heron}\\
\hline
\hline Hidden Nodes & Score & Expected & Found \\
\hline 5 & Fail & 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 & 0 0 0 0 0 0 0 0 0.0337 0 0 0 0 0 0 0 0 0 0 0 \\
\hline 10 & Fail & 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 & 0 0 0 0 0 0 0 0 0.8481 0.5576 0.0321 0 0 0 0 0 0 0 0 0 \\
\hline 15 & Fail & 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 & 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 \\
\hline
\end{tabular}

\subsubsection*{Set 5 - Whooping Crane (33) and American Avocet (37)}


\begin{tabular}{|c|c|c|c|}
\hline \multicolumn{4}{|l|}{Bird 33 - Whooping Crane}\\
\hline
\hline Hidden Nodes & Score & Expected & Found \\
\hline 5 & Fail & 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 & 0 0 0 0 0 0 0.8967 0 0 0 0 0 0 0 0 0 0 0 0 0 \\
\hline 10 & Fail & 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 & 0 0 0 0 0 0.009 0.004 0 0 0.132 0 0 0 0.007 0 0 0 0 0 0 \\
\hline 15 & Fail & 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 & 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 \\
\hline
\end{tabular}\\\\

\noindent \begin{tabular}{|c|c|c|c|}
\hline \multicolumn{4}{|l|}{Bird 37 - American Avocet}\\
\hline
\hline Hidden Nodes & Score & Expected & Found \\
\hline 5 & Fail & 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 & 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.4786 0 0 0 0 0 \\
\hline 10 & Fail & 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 & 0.188 0 0 0 0 0 0.4271 0 0 0.0022 0 0 0 0 0.9733 0 0 0 0 0 \\
\hline 15 & Fail & 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 & 0 0 0 0 0 0 0 0.9983 0 0 0 0 0 0 0 0 0 0 0 0 \\
\hline
\end{tabular}

\subsubsection*{Set 6 - Rock Dove (41) and Yellow Billed Cuckoo (45)}


\begin{tabular}{|c|c|c|c|}
\hline \multicolumn{4}{|l|}{Bird 41 - Rock Dove}\\
\hline
\hline Hidden Nodes & Score & Expected & Found \\
\hline 5 & Fail & 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 & 0 0 0 0 0 0 0 1 0 0 0.0013 0 0 0.0058 0 0 0 0 0 0 \\
\hline 10 & Fail & 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 & 0 0 0 0 0 0 0.047 0 0.005 0 0.025 0.012 0 0 0 0 0 0.015 0 0 \\
\hline 15 & Fail & 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 & 0 0 0 0 0.014 0 0.189 0 0 0 0.005 0 0 0 0.461 0 0.005 0 0 0.913 \\
\hline
\end{tabular}\\\\

\noindent \begin{tabular}{|c|c|c|c|}
\hline \multicolumn{4}{|l|}{Bird 45 - Yellow Billed Cuckoo}\\
\hline
\hline Hidden Nodes & Score & Expected & Found \\
\hline 5 & Fail & 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 & 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.1264 0 0.0669 0.4334 0 0  \\
\hline 10 & Fail & 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 & 0 0 0 0 0 0 0 0 0 0 0 0.0299 0 0 0.0134 0 0 0.0995 0 0  \\
\hline 15 & Fail & 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 & 0 0 0 0 0.003 0.1239 0 0 0 0 0 1 0 0 0 0.004 0 0 0.002 0  \\
\hline
\end{tabular}

\subsubsection*{Set 7 - Snowy Owl (49) and Common Nighthawk (53)}


\begin{tabular}{|c|c|c|c|}
\hline \multicolumn{4}{|l|}{Bird 49 - Snowy Owl}\\
\hline
\hline Hidden Nodes & Score & Expected & Found \\
\hline 5 & Fail & 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 & 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 \\
\hline 10 & Pass & 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 & 0 0 0 0 0.0003 0 0.0006 0 0 0 0 0 0.0039 0 0 0 0 0 0 0 \\
\hline 15 & Pass & 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 & 0 0 0 0 0 0.1603 0 0 0 0 0 0 0.9978 0 0 0 0 0 0 0 \\
\hline
\end{tabular}\\\\


\noindent \begin{tabular}{|c|c|c|c|}
\hline \multicolumn{4}{|l|}{Bird 53 - Common Nighthawk}\\
\hline
\hline Hidden Nodes & Score & Expected & Found \\
\hline 5 & Fail & 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 & 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 \\
\hline 10 & Fail & 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 & 0 0 0 0 0 1 0 0 0 0 0 0 0 0.9966 0 0 0 0.5745 0 0 \\
\hline 15 & Fail & 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 & 0 0 0 0 0 0.0032 0 0 0.0301 0.9312 0 0 0 0.0247 0.0486 0 0 0 0 0 \\
\hline
\end{tabular}

\subsubsection*{Set 8 - Black Swift (57) and Thick Billed Parrot (61)}


\begin{tabular}{|c|c|c|c|}
\hline \multicolumn{4}{|l|}{Bird 57 - Black Swift}\\
\hline
\hline Hidden Nodes & Score & Expected & Found \\
\hline 5 & Fail & 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 & 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 \\
\hline 10 & Pass & 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 & 0 0 0 0 0 0.0031 0 0 0 0 0 0 0 0 1 0 0.0034 0 0 0 \\
\hline 15 & Fail & 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 & 0 0 0 0 0 0.015 0 0 0 0 0.0065 0 0 0 0.0029 0 0 0 0 0 \\
\hline
\end{tabular}\\\\

\noindent \begin{tabular}{|c|c|c|c|}
\hline \multicolumn{4}{|l|}{Bird 61 - Thick Billed Parrot}\\
\hline
\hline Hidden Nodes & Score & Expected & Found \\
\hline 5 & Fail & 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 & 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 \\
\hline 10 & Pass & 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 & 0 0 0 0 0 0.0034 0 0 0 0 0.0161 0 0 0 0 1 0 0 0 0 \\
\hline 15 & Pass & 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 & 0 0 0 0 0 0 0 0 0 0 0.0038 0 0 0 0 0.9664 0 0 0 0 \\
\hline
\end{tabular}

\subsubsection*{Set 9 - Rufous Hummingbird (58) and Coppery Tailed Trogon (63)}


\begin{tabular}{|c|c|c|c|}
\hline \multicolumn{4}{|l|}{Bird 58 - Rufous Hummingbird}\\
\hline
\hline Hidden Nodes & Score & Expected & Found \\
\hline 5 & Fail & 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 & 0.005 0 0 0 0 0.696 0.039 0 0 0 0.007 0 0 0 0 0 0 0 0 0 \\
\hline 10 & Fail & 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 & 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.0392 0 0 \\
\hline 15 & Pass & 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 & 0 0 0 0 0 0 0 0 0 0 0 0.0006 0 0 0.0017 0 0 0 0 0 \\
\hline
\end{tabular}\\\\


\noindent \begin{tabular}{|c|c|c|c|}
\hline \multicolumn{4}{|l|}{Bird 63 - Coppery Tailed Trogon}\\
\hline
\hline Hidden Nodes & Score & Expected & Found \\
\hline 5 & Fail & 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 & 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 \\
\hline 10 & Fail & 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 & 0 0 0 0 0 0 0 0 0 0 0 0.9929 0 0 0 0 0 0 0 0 \\
\hline 15 & Fail & 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 & 0 0 0 0 0 0 0 0 0 0 0 0 0.0847 0 0 0 0 0 0 0 \\
\hline
\end{tabular}

\subsubsection*{Set 10 - Pileated Woodpecker (66) and Common Raven (70)}


\begin{tabular}{|c|c|c|c|}
\hline \multicolumn{4}{|l|}{Bird 66 - Pileated Woodpecker}\\
\hline
\hline Hidden Nodes & Score & Expected & Found \\
\hline 5 & Fail & 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 & 0 0 0 0 0 0 0 0 0 0 0.8420 0 0 0 0 0 0 0 0.02 0 \\
\hline 10 & Pass & 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 & 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.0064 0.9234 0 \\
\hline 15 & Pass & 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 & 0 0 0 0 0 0 0 0 0.0011 0 0 0 0 0 0 0 0.0059 0 0.0845 0 \\
\hline
\end{tabular}\\\\


\noindent \begin{tabular}{|c|c|c|c|}
\hline \multicolumn{4}{|l|}{Bird 70 - Common Raven}\\
\hline
\hline Hidden Nodes & Score & Expected & Found \\
\hline 5 & Fail & 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 & 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 \\
\hline 10 & Fail & 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 & 0 0 0 0 0 0 0 0 0 0.8142 0 0 0 0 0.1510 0 0 0.9962 0 0 \\
\hline 15 & Fail & 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 & 0 0 0 0 0 0 0.7566 0 0 0 0.9619 0 0 0 0 0 0 0 0 0 \\
\hline
\end{tabular}


\end{document}
