144 lines
7.0 KiB
TeX
144 lines
7.0 KiB
TeX
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\contentsline {section}{Abstract}{2}{section*.1}
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\contentsline {section}{Acknowledgements}{3}{section*.2}
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\contentsline {section}{Glossary}{4}{section*.3}
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\contentsline {section}{Introduction}{8}{section*.5}
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\contentsline {section}{Problem Articulation}{10}{section*.6}
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\contentsline {subsection}{Problem Statement}{10}{section*.7}
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\contentsline {subsection}{Stakeholders}{10}{section*.8}
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\contentsline {subsection}{Project Motivation}{11}{section*.9}
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\contentsline {subsection}{Technical Specification}{13}{section*.10}
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\contentsline {subsection}{Project Constraints}{15}{section*.11}
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\contentsline {section}{Quality Goals}{15}{section*.12}
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\contentsline {section}{Literature Review}{16}{section*.13}
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\contentsline {subsection}{Existing Tools}{16}{section*.14}
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\contentsline {subsection}{Related research}{16}{section*.15}
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\contentsline {subsection}{Data Collection}{17}{section*.16}
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\contentsline {subsubsection}{Twitter and Twitter API}{17}{section*.17}
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\contentsline {subsubsection}{Tweepy Python Package}{18}{section*.18}
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\defcounter {refsection}{0}\relax
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\contentsline {subsection}{Sentiment Analysis}{19}{section*.19}
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\defcounter {refsection}{0}\relax
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\contentsline {subsubsection}{Natural Language Processing}{19}{section*.20}
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\contentsline {subsubsection}{Valence Aware Dictionary and sEntiment Reasoning}{20}{section*.21}
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\contentsline {subsection}{Neural Networks}{21}{section*.22}
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\contentsline {subsubsection}{Recurrent Neural Network (RNN)}{22}{section*.23}
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\contentsline {subsubsection}{Long-Short Term Memory (LSTM)}{23}{section*.24}
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\contentsline {subsubsection}{Keras and TensorFlow}{24}{section*.25}
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\contentsline {subsubsection}{Optimisers}{25}{section*.26}
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\defcounter {refsection}{0}\relax
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\contentsline {subsection}{Machine Learning}{27}{section*.27}
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\defcounter {refsection}{0}\relax
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\contentsline {subsubsection}{Naive Bayes}{27}{section*.28}
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\contentsline {subsection}{Bag Of Words}{28}{section*.29}
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\contentsline {subsection}{TF-IDF}{28}{section*.30}
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\contentsline {subsection}{Addictive Smoothing}{29}{section*.31}
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\defcounter {refsection}{0}\relax
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\contentsline {section}{Solution Approach}{30}{section*.32}
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\contentsline {subsection}{Data gathering}{30}{section*.33}
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\contentsline {subsection}{Data pre-processing}{31}{section*.34}
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\contentsline {subsection}{Spam Filtering}{31}{section*.35}
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\contentsline {subsection}{Language Detection}{32}{section*.36}
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\contentsline {subsection}{Sentiment Analysis}{32}{section*.37}
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\contentsline {subsection}{Neural Network}{33}{section*.38}
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\contentsline {subsection}{Price Forecasting}{35}{section*.40}
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\contentsline {subsection}{Frontend Application}{35}{section*.41}
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\contentsline {subsection}{With reference to Initial PID}{35}{section*.42}
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\contentsline {subsection}{Solution Summary}{36}{section*.43}
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\contentsline {subsection}{Data flow Overview}{37}{section*.44}
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\contentsline {section}{System Design}{38}{section*.45}
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\contentsline {subsection}{Dataflow Designs}{38}{section*.46}
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\contentsline {subsection}{Interface Design}{45}{section*.47}
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\contentsline {section}{Implementation}{46}{section*.49}
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\contentsline {subsection}{Data collection}{46}{section*.50}
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\contentsline {subsubsection}{Price Time-Series Historical Data}{46}{section*.51}
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\contentsline {subsubsection}{Price Time-Series Live Data}{47}{section*.52}
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\contentsline {subsubsection}{Historical Tweet Collection}{49}{section*.53}
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\contentsline {subsubsection}{Live Tweet Collection}{51}{section*.54}
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\contentsline {subsection}{Data pre-processing}{56}{section*.55}
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\contentsline {subsection}{Spam Filtering}{60}{section*.56}
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\contentsline {subsection}{Sentiment Analysis}{66}{section*.57}
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\contentsline {subsubsection}{VADER}{66}{section*.58}
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\contentsline {subsection}{Recurrent Neural Network - LSTM}{66}{section*.59}
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\contentsline {subsubsection}{Training and Testing Model}{66}{section*.60}
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\contentsline {subsubsection}{Scoring and Validation}{66}{section*.61}
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\contentsline {subsection}{Future Prediction Forecasting}{66}{section*.62}
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\contentsline {subsection}{Main File 'Main.py'}{66}{section*.63}
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\contentsline {subsection}{Miscellaneous}{66}{section*.64}
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\contentsline {section}{Testing Metrics and Accuracy}{67}{section*.65}
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\contentsline {section}{Project Evaluation}{68}{section*.66}
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\contentsline {section}{Discussion: Contribution and Reflection}{68}{section*.67}
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\contentsline {subsection}{Limitations}{68}{section*.68}
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\contentsline {section}{Conclusion and Future Improvements}{69}{section*.69}
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\contentsline {subsection}{Conclusion}{69}{section*.70}
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\contentsline {subsection}{Future Improvements}{69}{section*.71}
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\contentsline {section}{Appendices}{74}{section*.73}
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\contentsline {subsection}{Appendix A - Project Initiation Document}{74}{section*.74}
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\contentsline {subsection}{Appendix B - Log book}{87}{section*.75}
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