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Andy Sotheran 2019-04-28 11:57:31 +01:00
parent a1f949f8db
commit d964435d12
11 changed files with 329 additions and 279 deletions
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14
document.aux
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@ -151,8 +151,11 @@
\abx@aux@cite{Adam} \abx@aux@cite{Adam}
\abx@aux@segm{0}{0}{Adam} \abx@aux@segm{0}{0}{Adam}
\abx@aux@segm{0}{0}{Adam} \abx@aux@segm{0}{0}{Adam}
\abx@aux@cite{RegularisationSc}
\abx@aux@segm{0}{0}{RegularisationSc}
\abx@aux@cite{StudyNBC} \abx@aux@cite{StudyNBC}
\abx@aux@segm{0}{0}{StudyNBC} \abx@aux@segm{0}{0}{StudyNBC}
\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{\numberline {7.5.5}Regularisation}{29}{subsubsection.7.5.5}}
\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{\numberline {7.6}Machine Learning}{29}{subsection.7.6}} \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{\numberline {7.6}Machine Learning}{29}{subsection.7.6}}
\newlabel{machine}{{7.6}{29}{Machine Learning}{subsection.7.6}{}} \newlabel{machine}{{7.6}{29}{Machine Learning}{subsection.7.6}{}}
\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{\numberline {7.6.1}Naive Bayes}{29}{subsubsection.7.6.1}} \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{\numberline {7.6.1}Naive Bayes}{29}{subsubsection.7.6.1}}
@ -170,11 +173,11 @@
\abx@aux@segm{0}{0}{RMSEMAE} \abx@aux@segm{0}{0}{RMSEMAE}
\abx@aux@cite{MSE} \abx@aux@cite{MSE}
\abx@aux@segm{0}{0}{MSE} \abx@aux@segm{0}{0}{MSE}
\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{\numberline {7.9}Addictive Smoothing}{31}{subsection.7.9}}
\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{\numberline {7.10}Regression Performance Metrics}{31}{subsection.7.10}}
\abx@aux@segm{0}{0}{RMSEMAE} \abx@aux@segm{0}{0}{RMSEMAE}
\abx@aux@cite{MAPE} \abx@aux@cite{MAPE}
\abx@aux@segm{0}{0}{MAPE} \abx@aux@segm{0}{0}{MAPE}
\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{\numberline {7.9}Addictive Smoothing}{31}{subsection.7.9}}
\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{\numberline {7.10}Regression Performance Metrics}{31}{subsection.7.10}}
\abx@aux@cite{TweepyDoc} \abx@aux@cite{TweepyDoc}
\abx@aux@segm{0}{0}{TweepyDoc} \abx@aux@segm{0}{0}{TweepyDoc}
\abx@aux@segm{0}{0}{SearchTweets} \abx@aux@segm{0}{0}{SearchTweets}
@ -280,8 +283,8 @@
\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {section}{\numberline {14}Conclusion and Future Improvements}{82}{section.14}} \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {section}{\numberline {14}Conclusion and Future Improvements}{82}{section.14}}
\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{\numberline {14.1}Conclusion}{82}{subsection.14.1}} \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{\numberline {14.1}Conclusion}{82}{subsection.14.1}}
\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{\numberline {14.2}Future Improvements}{82}{subsection.14.2}} \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{\numberline {14.2}Future Improvements}{82}{subsection.14.2}}
\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {section}{\numberline {15}Appendices}{87}{section.15}} \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {section}{\numberline {15}Appendices}{88}{section.15}}
\@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{\numberline {15.1}Appendix A - Project Initiation Document}{87}{subsection.15.1}} \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{\numberline {15.1}Appendix A - Project Initiation Document}{88}{subsection.15.1}}
\abx@aux@refcontextdefaultsdone \abx@aux@refcontextdefaultsdone
\abx@aux@defaultrefcontext{0}{SaTdpsmm}{none/global//global/global} \abx@aux@defaultrefcontext{0}{SaTdpsmm}{none/global//global/global}
\abx@aux@defaultrefcontext{0}{nlAeiBTCPSO}{none/global//global/global} \abx@aux@defaultrefcontext{0}{nlAeiBTCPSO}{none/global//global/global}
@ -315,6 +318,7 @@
\abx@aux@defaultrefcontext{0}{OptVariants}{none/global//global/global} \abx@aux@defaultrefcontext{0}{OptVariants}{none/global//global/global}
\abx@aux@defaultrefcontext{0}{OverOpt}{none/global//global/global} \abx@aux@defaultrefcontext{0}{OverOpt}{none/global//global/global}
\abx@aux@defaultrefcontext{0}{Adam}{none/global//global/global} \abx@aux@defaultrefcontext{0}{Adam}{none/global//global/global}
\abx@aux@defaultrefcontext{0}{RegularisationSc}{none/global//global/global}
\abx@aux@defaultrefcontext{0}{StudyNBC}{none/global//global/global} \abx@aux@defaultrefcontext{0}{StudyNBC}{none/global//global/global}
\abx@aux@defaultrefcontext{0}{TFIDFBOW}{none/global//global/global} \abx@aux@defaultrefcontext{0}{TFIDFBOW}{none/global//global/global}
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@ -329,4 +333,4 @@
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\abx@aux@defaultrefcontext{0}{NValgor}{none/global//global/global} \abx@aux@defaultrefcontext{0}{NValgor}{none/global//global/global}
\abx@aux@defaultrefcontext{0}{SpamOrHamGit}{none/global//global/global} \abx@aux@defaultrefcontext{0}{SpamOrHamGit}{none/global//global/global}
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@ -1093,6 +1093,35 @@
\verb https://arxiv.org/pdf/1412.6980.pdf \verb https://arxiv.org/pdf/1412.6980.pdf
\endverb \endverb
\endentry \endentry
\entry{RegularisationSc}{inproceedings}{}
\name{author}{1}{}{%
{{hash=828de85c6a5e2b9df75d3cce6765238c}{%
family={AI},
familyi={A\bibinitperiod},
given={Missing\bibnamedelima Link},
giveni={M\bibinitperiod\bibinitdelim L\bibinitperiod}}}%
}
\list{organization}{1}{%
{Missing Link AI}%
}
\strng{namehash}{828de85c6a5e2b9df75d3cce6765238c}
\strng{fullhash}{828de85c6a5e2b9df75d3cce6765238c}
\strng{bibnamehash}{828de85c6a5e2b9df75d3cce6765238c}
\strng{authorbibnamehash}{828de85c6a5e2b9df75d3cce6765238c}
\strng{authornamehash}{828de85c6a5e2b9df75d3cce6765238c}
\strng{authorfullhash}{828de85c6a5e2b9df75d3cce6765238c}
\field{sortinit}{5}
\field{sortinithash}{3c19c3776b658b3558e9e2e4840c01e2}
\field{labelnamesource}{author}
\field{labeltitlesource}{title}
\field{title}{Neural Network Bias: Bias Neuron, Overfitting and Underfitting}
\verb{urlraw}
\verb https://missinglink.ai/guides/neural-network-concepts/neural-network-bias-bias-neuron-overfitting-underfitting/
\endverb
\verb{url}
\verb https://missinglink.ai/guides/neural-network-concepts/neural-network-bias-bias-neuron-overfitting-underfitting/
\endverb
\endentry
\entry{StudyNBC}{inproceedings}{} \entry{StudyNBC}{inproceedings}{}
\true{moreauthor} \true{moreauthor}
\true{morelabelname} \true{morelabelname}
@ -1346,8 +1375,8 @@
\strng{authorbibnamehash}{9fb73450a6ae06fd7652db34b9a3c981} \strng{authorbibnamehash}{9fb73450a6ae06fd7652db34b9a3c981}
\strng{authornamehash}{9fb73450a6ae06fd7652db34b9a3c981} \strng{authornamehash}{9fb73450a6ae06fd7652db34b9a3c981}
\strng{authorfullhash}{9fb73450a6ae06fd7652db34b9a3c981} \strng{authorfullhash}{9fb73450a6ae06fd7652db34b9a3c981}
\field{sortinit}{7} \field{sortinit}{8}
\field{sortinithash}{c818dd9105a2852444fc9f5e145c294e} \field{sortinithash}{07edf88d4ea82509b9c4b4d13f41c452}
\field{labelnamesource}{author} \field{labelnamesource}{author}
\verb{urlraw} \verb{urlraw}
\verb http://api.bitcoincharts.com/v1/csv/ \verb http://api.bitcoincharts.com/v1/csv/

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@ -1978,39 +1978,40 @@
<bcf:citekey order="52">OverOpt</bcf:citekey> <bcf:citekey order="52">OverOpt</bcf:citekey>
<bcf:citekey order="53">Adam</bcf:citekey> <bcf:citekey order="53">Adam</bcf:citekey>
<bcf:citekey order="54">Adam</bcf:citekey> <bcf:citekey order="54">Adam</bcf:citekey>
<bcf:citekey order="55">StudyNBC</bcf:citekey> <bcf:citekey order="55">RegularisationSc</bcf:citekey>
<bcf:citekey order="56">StudyNBC</bcf:citekey> <bcf:citekey order="56">StudyNBC</bcf:citekey>
<bcf:citekey order="57">TFIDFBOW</bcf:citekey> <bcf:citekey order="57">StudyNBC</bcf:citekey>
<bcf:citekey order="58">TFIDFBOW</bcf:citekey> <bcf:citekey order="58">TFIDFBOW</bcf:citekey>
<bcf:citekey order="59">TFIDFBOW</bcf:citekey> <bcf:citekey order="59">TFIDFBOW</bcf:citekey>
<bcf:citekey order="60">SpamCScratch</bcf:citekey> <bcf:citekey order="60">TFIDFBOW</bcf:citekey>
<bcf:citekey order="61">SpamCScratch</bcf:citekey> <bcf:citekey order="61">SpamCScratch</bcf:citekey>
<bcf:citekey order="62">RMSEMAE</bcf:citekey> <bcf:citekey order="62">SpamCScratch</bcf:citekey>
<bcf:citekey order="63">MSE</bcf:citekey> <bcf:citekey order="63">RMSEMAE</bcf:citekey>
<bcf:citekey order="64">RMSEMAE</bcf:citekey> <bcf:citekey order="64">MSE</bcf:citekey>
<bcf:citekey order="65">MAPE</bcf:citekey> <bcf:citekey order="65">RMSEMAE</bcf:citekey>
<bcf:citekey order="66">TweepyDoc</bcf:citekey> <bcf:citekey order="66">MAPE</bcf:citekey>
<bcf:citekey order="67">SearchTweets</bcf:citekey> <bcf:citekey order="67">TweepyDoc</bcf:citekey>
<bcf:citekey order="68">ConStream</bcf:citekey> <bcf:citekey order="68">SearchTweets</bcf:citekey>
<bcf:citekey order="69">VADERPaper</bcf:citekey> <bcf:citekey order="69">ConStream</bcf:citekey>
<bcf:citekey order="70">VADERPaper</bcf:citekey> <bcf:citekey order="70">VADERPaper</bcf:citekey>
<bcf:citekey order="71">VADERPaper</bcf:citekey> <bcf:citekey order="71">VADERPaper</bcf:citekey>
<bcf:citekey order="72">LexiconSocSent</bcf:citekey> <bcf:citekey order="72">VADERPaper</bcf:citekey>
<bcf:citekey order="73">LSTM</bcf:citekey> <bcf:citekey order="73">LexiconSocSent</bcf:citekey>
<bcf:citekey order="74">StPNSentA</bcf:citekey> <bcf:citekey order="74">LSTM</bcf:citekey>
<bcf:citekey order="75">LSTMforetime</bcf:citekey> <bcf:citekey order="75">StPNSentA</bcf:citekey>
<bcf:citekey order="76">LSTMforetime</bcf:citekey> <bcf:citekey order="76">LSTMforetime</bcf:citekey>
<bcf:citekey order="77">TFvsThe</bcf:citekey> <bcf:citekey order="77">LSTMforetime</bcf:citekey>
<bcf:citekey order="78">VADERPaper</bcf:citekey> <bcf:citekey order="78">TFvsThe</bcf:citekey>
<bcf:citekey order="79">btcCharts</bcf:citekey> <bcf:citekey order="79">VADERPaper</bcf:citekey>
<bcf:citekey order="80">langdectNLTK</bcf:citekey> <bcf:citekey order="80">btcCharts</bcf:citekey>
<bcf:citekey order="81">langdectNLTK</bcf:citekey> <bcf:citekey order="81">langdectNLTK</bcf:citekey>
<bcf:citekey order="82">LanNgram</bcf:citekey> <bcf:citekey order="82">langdectNLTK</bcf:citekey>
<bcf:citekey order="83">StemvsLem</bcf:citekey> <bcf:citekey order="83">LanNgram</bcf:citekey>
<bcf:citekey order="84">StemvsLem</bcf:citekey> <bcf:citekey order="84">StemvsLem</bcf:citekey>
<bcf:citekey order="85">NValgor</bcf:citekey> <bcf:citekey order="85">StemvsLem</bcf:citekey>
<bcf:citekey order="86">SpamCScratch</bcf:citekey> <bcf:citekey order="86">NValgor</bcf:citekey>
<bcf:citekey order="87">SpamOrHamGit</bcf:citekey> <bcf:citekey order="87">SpamCScratch</bcf:citekey>
<bcf:citekey order="88">SpamOrHamGit</bcf:citekey>
<bcf:citekey order="0">*</bcf:citekey> <bcf:citekey order="0">*</bcf:citekey>
</bcf:section> </bcf:section>
<!-- SORTING TEMPLATES --> <!-- SORTING TEMPLATES -->

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[0] Config.pm:302> INFO - This is Biber 2.9 [0] Config.pm:302> INFO - This is Biber 2.9
[0] Config.pm:305> INFO - Logfile is 'document.blg' [0] Config.pm:305> INFO - Logfile is 'document.blg'
[20] biber:313> INFO - === Sat Apr 27, 2019, 20:51:27 [19] biber:313> INFO - === Sun Apr 28, 2019, 11:50:08
[36] Biber.pm:371> INFO - Reading 'document.bcf' [34] Biber.pm:371> INFO - Reading 'document.bcf'
[89] Biber.pm:854> INFO - Using all citekeys in bib section 0 [82] Biber.pm:854> INFO - Using all citekeys in bib section 0
[99] Biber.pm:3981> INFO - Processing section 0 [92] Biber.pm:3981> INFO - Processing section 0
[108] Biber.pm:4154> INFO - Looking for bibtex format file 'report.bib' for section 0 [100] Biber.pm:4154> INFO - Looking for bibtex format file 'report.bib' for section 0
[109] bibtex.pm:1468> INFO - LaTeX decoding ... [101] bibtex.pm:1468> INFO - LaTeX decoding ...
[150] bibtex.pm:1294> INFO - Found BibTeX data source 'report.bib' [140] bibtex.pm:1294> INFO - Found BibTeX data source 'report.bib'
[156] Utils.pm:169> WARN - year field 'Aug 2, 2017' in entry 'SpamOrHamGit' is not an integer - this will probably not sort properly. [146] Utils.pm:169> WARN - year field 'Oct 16, 2018' in entry 'MSE' is not an integer - this will probably not sort properly.
[161] Utils.pm:169> WARN - year field 'Aug 2, 2017' in entry 'SpamCScratch' is not an integer - this will probably not sort properly. [182] Utils.pm:169> WARN - year field 'Aug 2, 2017' in entry 'SpamOrHamGit' is not an integer - this will probably not sort properly.
[164] Utils.pm:169> WARN - year field 'Oct 16, 2018' in entry 'MSE' is not an integer - this will probably not sort properly. [185] Utils.pm:169> WARN - year field 'Sep 8, 2017' in entry 'MAPE' is not an integer - this will probably not sort properly.
[196] Utils.pm:169> WARN - year field 'Feb 26, 2018' in entry 'StemvsLem' is not an integer - this will probably not sort properly. [199] Utils.pm:169> WARN - year field 'Aug 2, 2017' in entry 'SpamCScratch' is not an integer - this will probably not sort properly.
[208] Utils.pm:169> WARN - year field 'Sep 8, 2017' in entry 'MAPE' is not an integer - this will probably not sort properly. [206] Utils.pm:169> WARN - Name "Mairal, J., Ponce, J., Sapiro, G., Zisserman, A." has too many commas: skipping name
[233] Utils.pm:169> WARN - year field 'Apr 7, 2018' in entry 'RMSEMAE' is not an integer - this will probably not sort properly. [237] Utils.pm:169> WARN - year field 'Feb 26, 2018' in entry 'StemvsLem' is not an integer - this will probably not sort properly.
[265] Utils.pm:169> WARN - year field 'Mar 13, 2016' in entry 'LSTMdia' is not an integer - this will probably not sort properly. [246] Utils.pm:169> WARN - year field 'Apr 7, 2018' in entry 'RMSEMAE' is not an integer - this will probably not sort properly.
[291] Utils.pm:169> WARN - Name "Mairal, J., Ponce, J., Sapiro, G., Zisserman, A." has too many commas: skipping name [250] Utils.pm:169> WARN - year field 'Mar 13, 2016' in entry 'LSTMdia' is not an integer - this will probably not sort properly.
[299] Utils.pm:169> WARN - BibTeX subsystem: warning: comma(s) at end of name (removing) [280] Utils.pm:169> WARN - BibTeX subsystem: warning: comma(s) at end of name (removing)
[300] Utils.pm:169> WARN - BibTeX subsystem: author, warning: comma(s) at end of name (removing) [280] Utils.pm:169> WARN - BibTeX subsystem: author, warning: comma(s) at end of name (removing)
[323] UCollate.pm:68> INFO - Overriding locale 'en-US' defaults 'variable = shifted' with 'variable = non-ignorable' [304] UCollate.pm:68> INFO - Overriding locale 'en-US' defaults 'normalization = NFD' with 'normalization = prenormalized'
[323] UCollate.pm:68> INFO - Overriding locale 'en-US' defaults 'normalization = NFD' with 'normalization = prenormalized' [304] UCollate.pm:68> INFO - Overriding locale 'en-US' defaults 'variable = shifted' with 'variable = non-ignorable'
[323] Biber.pm:3809> INFO - Sorting list 'none/global//global/global' of type 'entry' with template 'none' and locale 'en-US' [304] Biber.pm:3809> INFO - Sorting list 'none/global//global/global' of type 'entry' with template 'none' and locale 'en-US'
[323] Biber.pm:3815> INFO - No sort tailoring available for locale 'en-US' [304] Biber.pm:3815> INFO - No sort tailoring available for locale 'en-US'
[348] bbl.pm:617> INFO - Writing 'document.bbl' with encoding 'ascii' [326] bbl.pm:617> INFO - Writing 'document.bbl' with encoding 'ascii'
[364] bbl.pm:720> INFO - Output to document.bbl [342] bbl.pm:720> INFO - Output to document.bbl
[364] Biber.pm:110> INFO - WARNINGS: 10 [342] Biber.pm:110> INFO - WARNINGS: 10

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@ -481,6 +481,9 @@
\end{center} \end{center}
\end{itemize} \end{itemize}
\subsubsection{Regularisation}
To avoid issues such as overfitting of a neural networks model, techniques such as regularisation to produce better predictive performance and to improve variance of the model created. \cite{RegularisationSc}
\subsection{Machine Learning}\label{machine} \subsection{Machine Learning}\label{machine}
\subsubsection{Naive Bayes} \subsubsection{Naive Bayes}
To get an understanding of both how probability works and how a neural network will predict the next hour value based on the concepts of probability, using a well-established probability algorithm will aid in this understanding. To get an understanding of both how probability works and how a neural network will predict the next hour value based on the concepts of probability, using a well-established probability algorithm will aid in this understanding.
@ -1398,7 +1401,7 @@ def create_sets(self, data, lookback, sentiment):
\subsubsection{Training and Testing Model} \subsubsection{Training and Testing Model}
The neural network is set up with four layers each of which configured with 100 LSTM cells, with a dropout of 0.2 each, and returning sequences to each other layer. A dropout was used to ensure that the data would not be overfitted, by setting the dropout to 0.2 probability, 80\% of the data on each layer is retained for the next layer. Return sequences allows for the returning of the hidden state output for each time step and ensures the next LSTM layer has 2 inputs that carry over from the previous layer, which are the old weights and value outputs from the previous layer. The neural network is set up with four layers each of which configured with 100 LSTM cells, with a regularisation (dropout) of 0.2 each, and returning sequences to each other layer. A dropout was used to ensure that the data would not be overfitted, by setting the dropout to 0.2 probability, 80\% of the data on each layer is retained for the next layer. Return sequences allows for the returning of the hidden state output for each time step and ensures the next LSTM layer has 2 inputs that carry over from the previous layer, which are the old weights and value outputs from the previous layer.
\begin{lstlisting}[language=python, caption=LSTM model creation\, layering\, compiling and fitting] \begin{lstlisting}[language=python, caption=LSTM model creation\, layering\, compiling and fitting]
self.model = Sequential() self.model = Sequential()

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@ -54,6 +54,8 @@
\defcounter {refsection}{0}\relax \defcounter {refsection}{0}\relax
\contentsline {subsubsection}{\numberline {7.5.4}Optimisers}{27}{subsubsection.7.5.4} \contentsline {subsubsection}{\numberline {7.5.4}Optimisers}{27}{subsubsection.7.5.4}
\defcounter {refsection}{0}\relax \defcounter {refsection}{0}\relax
\contentsline {subsubsection}{\numberline {7.5.5}Regularisation}{29}{subsubsection.7.5.5}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {7.6}Machine Learning}{29}{subsection.7.6} \contentsline {subsection}{\numberline {7.6}Machine Learning}{29}{subsection.7.6}
\defcounter {refsection}{0}\relax \defcounter {refsection}{0}\relax
\contentsline {subsubsection}{\numberline {7.6.1}Naive Bayes}{29}{subsubsection.7.6.1} \contentsline {subsubsection}{\numberline {7.6.1}Naive Bayes}{29}{subsubsection.7.6.1}
@ -164,8 +166,8 @@
\defcounter {refsection}{0}\relax \defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {14.2}Future Improvements}{82}{subsection.14.2} \contentsline {subsection}{\numberline {14.2}Future Improvements}{82}{subsection.14.2}
\defcounter {refsection}{0}\relax \defcounter {refsection}{0}\relax
\contentsline {section}{\numberline {15}Appendices}{87}{section.15} \contentsline {section}{\numberline {15}Appendices}{88}{section.15}
\defcounter {refsection}{0}\relax \defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {15.1}Appendix A - Project Initiation Document}{87}{subsection.15.1} \contentsline {subsection}{\numberline {15.1}Appendix A - Project Initiation Document}{88}{subsection.15.1}
\defcounter {refsection}{0}\relax \defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {15.2}Appendix B - Log book}{100}{subsection.15.2} \contentsline {subsection}{\numberline {15.2}Appendix B - Log book}{101}{subsection.15.2}

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@ -410,6 +410,16 @@
url={https://blog.bitext.com/what-is-the-difference-between-stemming-and-lemmatization/} url={https://blog.bitext.com/what-is-the-difference-between-stemming-and-lemmatization/}
} }
@inproceedings{RegularisationSc,
title={Neural Network Bias: Bias Neuron, Overfitting and Underfitting},
author={Missing Link AI},
booktitle={},
pages={},
year={},
organization={Missing Link AI},
url={https://missinglink.ai/guides/neural-network-concepts/neural-network-bias-bias-neuron-overfitting-underfitting/}
}
@inproceedings{NValgor, @inproceedings{NValgor,
title={Naive Bayes}, title={Naive Bayes},
author={scikit-learn developers}, author={scikit-learn developers},