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Project Outline.rtf
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Project Outline.rtf
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{\rtf1\adeflang1025\ansi\ansicpg1252\uc1\adeff31507\deff0\stshfdbch31505\stshfloch31506\stshfhich31506\stshfbi0\deflang1033\deflangfe1033\themelang1033\themelangfe0\themelangcs0{\fonttbl{\f0\fbidi \froman\fcharset0\fprq2{\*\panose 02020603050405020304}Times New Roman;}{\f2\fbidi \fmodern\fcharset0\fprq1{\*\panose 02070309020205020404}Courier New;}
{\f34\fbidi \froman\fcharset0\fprq2{\*\panose 02040503050406030204}Cambria Math;}{\flomajor\f31500\fbidi \froman\fcharset0\fprq2{\*\panose 02020603050405020304}Times New Roman;}
{\fdbmajor\f31501\fbidi \froman\fcharset0\fprq2{\*\panose 02020603050405020304}Times New Roman;}{\fhimajor\f31502\fbidi \froman\fcharset0\fprq2{\*\panose 02040503050406030204}Cambria;}
{\fbimajor\f31503\fbidi \froman\fcharset0\fprq2{\*\panose 02020603050405020304}Times New Roman;}{\flominor\f31504\fbidi \froman\fcharset0\fprq2{\*\panose 02020603050405020304}Times New Roman;}
{\fdbminor\f31505\fbidi \froman\fcharset0\fprq2{\*\panose 02020603050405020304}Times New Roman;}{\fhiminor\f31506\fbidi \fswiss\fcharset0\fprq2{\*\panose 020f0502020204030204}Calibri;}
{\fbiminor\f31507\fbidi \froman\fcharset0\fprq2{\*\panose 02020603050405020304}Times New Roman;}{\f39\fbidi \froman\fcharset238\fprq2 Times New Roman CE;}{\f40\fbidi \froman\fcharset204\fprq2 Times New Roman Cyr;}
{\f42\fbidi \froman\fcharset161\fprq2 Times New Roman Greek;}{\f43\fbidi \froman\fcharset162\fprq2 Times New Roman Tur;}{\f44\fbidi \froman\fcharset177\fprq2 Times New Roman (Hebrew);}{\f45\fbidi \froman\fcharset178\fprq2 Times New Roman (Arabic);}
{\f46\fbidi \froman\fcharset186\fprq2 Times New Roman Baltic;}{\f47\fbidi \froman\fcharset163\fprq2 Times New Roman (Vietnamese);}{\f59\fbidi \fmodern\fcharset238\fprq1 Courier New CE;}{\f60\fbidi \fmodern\fcharset204\fprq1 Courier New Cyr;}
{\f62\fbidi \fmodern\fcharset161\fprq1 Courier New Greek;}{\f63\fbidi \fmodern\fcharset162\fprq1 Courier New Tur;}{\f64\fbidi \fmodern\fcharset177\fprq1 Courier New (Hebrew);}{\f65\fbidi \fmodern\fcharset178\fprq1 Courier New (Arabic);}
{\f66\fbidi \fmodern\fcharset186\fprq1 Courier New Baltic;}{\f67\fbidi \fmodern\fcharset163\fprq1 Courier New (Vietnamese);}{\f379\fbidi \froman\fcharset238\fprq2 Cambria Math CE;}{\f380\fbidi \froman\fcharset204\fprq2 Cambria Math Cyr;}
{\f382\fbidi \froman\fcharset161\fprq2 Cambria Math Greek;}{\f383\fbidi \froman\fcharset162\fprq2 Cambria Math Tur;}{\f386\fbidi \froman\fcharset186\fprq2 Cambria Math Baltic;}{\f387\fbidi \froman\fcharset163\fprq2 Cambria Math (Vietnamese);}
{\flomajor\f31508\fbidi \froman\fcharset238\fprq2 Times New Roman CE;}{\flomajor\f31509\fbidi \froman\fcharset204\fprq2 Times New Roman Cyr;}{\flomajor\f31511\fbidi \froman\fcharset161\fprq2 Times New Roman Greek;}
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{\fdbmajor\f31519\fbidi \froman\fcharset204\fprq2 Times New Roman Cyr;}{\fdbmajor\f31521\fbidi \froman\fcharset161\fprq2 Times New Roman Greek;}{\fdbmajor\f31522\fbidi \froman\fcharset162\fprq2 Times New Roman Tur;}
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{\fdbmajor\f31526\fbidi \froman\fcharset163\fprq2 Times New Roman (Vietnamese);}{\fhimajor\f31528\fbidi \froman\fcharset238\fprq2 Cambria CE;}{\fhimajor\f31529\fbidi \froman\fcharset204\fprq2 Cambria Cyr;}
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{\fhimajor\f31536\fbidi \froman\fcharset163\fprq2 Cambria (Vietnamese);}{\fbimajor\f31538\fbidi \froman\fcharset238\fprq2 Times New Roman CE;}{\fbimajor\f31539\fbidi \froman\fcharset204\fprq2 Times New Roman Cyr;}
{\fbimajor\f31541\fbidi \froman\fcharset161\fprq2 Times New Roman Greek;}{\fbimajor\f31542\fbidi \froman\fcharset162\fprq2 Times New Roman Tur;}{\fbimajor\f31543\fbidi \froman\fcharset177\fprq2 Times New Roman (Hebrew);}
{\fbimajor\f31544\fbidi \froman\fcharset178\fprq2 Times New Roman (Arabic);}{\fbimajor\f31545\fbidi \froman\fcharset186\fprq2 Times New Roman Baltic;}{\fbimajor\f31546\fbidi \froman\fcharset163\fprq2 Times New Roman (Vietnamese);}
{\flominor\f31548\fbidi \froman\fcharset238\fprq2 Times New Roman CE;}{\flominor\f31549\fbidi \froman\fcharset204\fprq2 Times New Roman Cyr;}{\flominor\f31551\fbidi \froman\fcharset161\fprq2 Times New Roman Greek;}
{\flominor\f31552\fbidi \froman\fcharset162\fprq2 Times New Roman Tur;}{\flominor\f31553\fbidi \froman\fcharset177\fprq2 Times New Roman (Hebrew);}{\flominor\f31554\fbidi \froman\fcharset178\fprq2 Times New Roman (Arabic);}
{\flominor\f31555\fbidi \froman\fcharset186\fprq2 Times New Roman Baltic;}{\flominor\f31556\fbidi \froman\fcharset163\fprq2 Times New Roman (Vietnamese);}{\fdbminor\f31558\fbidi \froman\fcharset238\fprq2 Times New Roman CE;}
{\fdbminor\f31559\fbidi \froman\fcharset204\fprq2 Times New Roman Cyr;}{\fdbminor\f31561\fbidi \froman\fcharset161\fprq2 Times New Roman Greek;}{\fdbminor\f31562\fbidi \froman\fcharset162\fprq2 Times New Roman Tur;}
{\fdbminor\f31563\fbidi \froman\fcharset177\fprq2 Times New Roman (Hebrew);}{\fdbminor\f31564\fbidi \froman\fcharset178\fprq2 Times New Roman (Arabic);}{\fdbminor\f31565\fbidi \froman\fcharset186\fprq2 Times New Roman Baltic;}
{\fdbminor\f31566\fbidi \froman\fcharset163\fprq2 Times New Roman (Vietnamese);}{\fhiminor\f31568\fbidi \fswiss\fcharset238\fprq2 Calibri CE;}{\fhiminor\f31569\fbidi \fswiss\fcharset204\fprq2 Calibri Cyr;}
{\fhiminor\f31571\fbidi \fswiss\fcharset161\fprq2 Calibri Greek;}{\fhiminor\f31572\fbidi \fswiss\fcharset162\fprq2 Calibri Tur;}{\fhiminor\f31575\fbidi \fswiss\fcharset186\fprq2 Calibri Baltic;}
{\fhiminor\f31576\fbidi \fswiss\fcharset163\fprq2 Calibri (Vietnamese);}{\fbiminor\f31578\fbidi \froman\fcharset238\fprq2 Times New Roman CE;}{\fbiminor\f31579\fbidi \froman\fcharset204\fprq2 Times New Roman Cyr;}
{\fbiminor\f31581\fbidi \froman\fcharset161\fprq2 Times New Roman Greek;}{\fbiminor\f31582\fbidi \froman\fcharset162\fprq2 Times New Roman Tur;}{\fbiminor\f31583\fbidi \froman\fcharset177\fprq2 Times New Roman (Hebrew);}
{\fbiminor\f31584\fbidi \froman\fcharset178\fprq2 Times New Roman (Arabic);}{\fbiminor\f31585\fbidi \froman\fcharset186\fprq2 Times New Roman Baltic;}{\fbiminor\f31586\fbidi \froman\fcharset163\fprq2 Times New Roman (Vietnamese);}}
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{\pntxtb (}{\pntxta )}}\pard\plain \ltrpar\ql \li0\ri0\sl480\slmult1\nowidctlpar\wrapdefault\faauto\rin0\lin0\itap0\pararsid11884676 \rtlch\fcs1 \af31507\afs22\alang1025 \ltrch\fcs0
\fs22\lang1033\langfe1033\loch\af31506\hich\af31506\dbch\af31505\cgrid\langnp1033\langfenp1033 {\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161 \hich\af2\dbch\af31505\loch\f2 Kareem Francis
\par \hich\af2\dbch\af31505\loch\f2 Naive Bayes Article Classifier
\par \hich\af2\dbch\af31505\loch\f2 5/2}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid15286282 \hich\af2\dbch\af31505\loch\f2 7}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161 \hich\af2\dbch\af31505\loch\f2 /12
\par \hich\af2\dbch\af31505\loch\f2 CS363 Artificial Intelligence
\par \hich\af2\dbch\af31505\loch\f2 CUNY Queens College
\par }{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid11884676
\par }\pard \ltrpar\qc \li0\ri0\sl480\slmult1\nowidctlpar\wrapdefault\faauto\rin0\lin0\itap0\pararsid11884676 {\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid11884676 \hich\af2\dbch\af31505\loch\f2 Artificial}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161
\hich\af2\dbch\af31505\loch\f2 Intelligence Final Project: News Article Classification
\par }\pard \ltrpar\ql \li0\ri0\sl480\slmult1\nowidctlpar\wrapdefault\faauto\rin0\lin0\itap0\pararsid11884676 {\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid11884676
\par }{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161 \hich\af2\dbch\af31505\loch\f2 Task: Categorize news }{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid11884676 \hich\af2\dbch\af31505\loch\f2 articles}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161
\hich\af2\dbch\af31505\loch\f2 into predetermined classifications without }{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid11884676 \hich\af2\dbch\af31505\loch\f2 predefined}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161 \hich\af2\dbch\af31505\loch\f2
feature vectors}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid4093712 .}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid3348394
\par }{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid16405938
\par }{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161 \hich\af2\dbch\af31505\loch\f2 Pre-requisites}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid4093712 \hich\af2\dbch\af31505\loch\f2 :}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161
\par \tab \hich\af2\dbch\af31505\loch\f2 0. }{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid11884676 \hich\af2\dbch\af31505\loch\f2 Gather}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161 \hich\af2\dbch\af31505\loch\f2 news articles
\par \tab \hich\af2\dbch\af31505\loch\f2 1. }{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid11884676 \hich\af2\dbch\af31505\loch\f2 Classify}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161 \hich\af2\dbch\af31505\loch\f2 each article
\par }{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid11884676 \hich\af2\dbch\af31505\loch\f2 I w}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161 \hich\af2\dbch\af31505\loch\f2 rote a web scraper that goes through Google News and gathers }{\rtlch\fcs1 \af2
\ltrch\fcs0 \f2\insrsid11884676 \hich\af2\dbch\af31505\loch\f2 articles}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161 \hich\af2\dbch\af31505\loch\f2 from specifie\hich\af2\dbch\af31505\loch\f2 d categories.}{\rtlch\fcs1 \af2 \ltrch\fcs0
\f2\insrsid11884676 \hich\af2\dbch\af31505\loch\f2 }{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161 \tab \hich\af2\dbch\af31505\loch\f2 Articles are pulled from pre-}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid11884676 \hich\af2\dbch\af31505\loch\f2 labeled
}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161 \hich\af2\dbch\af31505\loch\f2 groups that match the labels specified for the project, so no need to manually}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid11884676 \hich\af2\dbch\af31505\loch\f2 }{
\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161 \hich\af2\dbch\af31505\loch\f2 label.}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid6364594 \hich\af2\dbch\af31505\loch\f2 To improve accuracy, a}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161
\hich\af2\dbch\af31505\loch\f2 rticles }{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid6364594 \hich\af2\dbch\af31505\loch\f2 may}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161 \hich\af2\dbch\af31505\loch\f2 need }{\rtlch\fcs1 \af2 \ltrch\fcs0
\f2\insrsid6364594 \hich\af2\dbch\af31505\loch\f2 some }{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161 \hich\af2\dbch\af31505\loch\f2 manual grooming to remove inconsistencies that may have been introduced as\hich\af2\dbch\af31505\loch\f2
a result of the}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid3348394 \hich\af2\dbch\af31505\loch\f2 }{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid6364594 \hich\af2\dbch\af31505\loch\f2 scraping process, such as}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161
\hich\af2\dbch\af31505\loch\f2 picking up advertising or social networking information}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid6364594 \hich\af2\dbch\af31505\loch\f2 as part of the article content, or language encoding }{\rtlch\fcs1 \af2 \ltrch\fcs0
\f2\insrsid13522248 \hich\af2\dbch\af31505\loch\f2 errors}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid6364594 .}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161
\par }{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid6364594
\par }{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161 \hich\af2\dbch\af31505\loch\f2 Pre-processing:
\par \tab \hich\af2\dbch\af31505\loch\f2 1. }{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid11884676 \hich\af2\dbch\af31505\loch\f2 Remove}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161 \hich\af2\dbch\af31505\loch\f2
parts of speech that do not contribute to classification, only want \hich\af2\dbch\af31505\loch\f2 to keep nouns and verbs. }{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid11884676 \hich\af2\dbch\af31505\loch\f2 Words}{\rtlch\fcs1 \af2 \ltrch\fcs0
\f2\insrsid224161 \hich\af2\dbch\af31505\loch\f2 like 'the, to, a, etc...' don't add value}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid3348394 .}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161 \tab }{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid6364594
\hich\af2\dbch\af31505\loch\f2 I used }{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161 \hich\af2\dbch\af31505\loch\f2 Python's Natural Language Tool Kit, which has a part of speech tagger.}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid11884676
\hich\af2\dbch\af31505\loch\f2 An alternative to this is to use a predefined stop word list}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid7153038 \hich\af2\dbch\af31505\loch\f2 , and\hich\af2\dbch\af31505\loch\f2 removing\hich\af2\dbch\af31505\loch\f2
numbers as well as punctuation \hich\af2\dbch\af31505\loch\f2 marks}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid11884676 .}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid13522248 \hich\af2\dbch\af31505\loch\f2 }{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid16405938
\hich\af2\dbch\af31505\loch\f2 My preprocessing functionality supports bo\hich\af2\dbch\af31505\loch\f2 th approaches, and uses the stop word list as the default approach. }{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid13522248 \hich\af2\dbch\af31505\loch\f2
In either case, all words are converted to lower case.}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161
\par }{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid6364594
\par }{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161 \hich\af2\dbch\af31505\loch\f2 Processing:
\par \tab \hich\af2\dbch\af31505\loch\f2 1. }{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid11884676 \hich\af2\dbch\af31505\loch\f2 For}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161 \hich\af2\dbch\af31505\loch\f2
each article, record words, unique words, word counts, and }{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid11884676 \hich\af2\dbch\af31505\loch\f2 map e\hich\af2\dbch\af31505\loch\f2 ach}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161
\hich\af2\dbch\af31505\loch\f2 word }{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid11884676 \hich\af2\dbch\af31505\loch\f2 occurrence}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161 \hich\af2\dbch\af31505\loch\f2 to an article class label.
\par \tab \hich\af2\dbch\af31505\loch\f2 2. }{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid11884676 \hich\af2\dbch\af31505\loch\f2 Each}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161 \hich\af2\dbch\af31505\loch\f2 word corresponds to a new feature/}{\rtlch\fcs1
\af2 \ltrch\fcs0 \f2\insrsid11884676 \hich\af2\dbch\af31505\loch\f2 dimension}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid16405938 \hich\af2\dbch\af31505\loch\f2 , and the set of words constitutes an articles feature vector.}{\rtlch\fcs1 \af2 \ltrch\fcs0
\f2\insrsid224161
\par \tab \hich\af2\dbch\af31505\loch\f2 3. }{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid11884676 \hich\af2\dbch\af31505\loch\f2 Classification}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161 \hich\af2\dbch\af31505\loch\f2 labels do not need to be pre-}{
\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid11884676 \hich\af2\dbch\af31505\loch\f2 programmed;}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161 \hich\af2\dbch\af31505\loch\f2 the list of }{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid11884676
\hich\af2\dbch\af31505\loch\f2 potential}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161 \hich\af2\dbch\af31505\loch\f2 class values emerges as each article is processes}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid11884676 \hich\af2\dbch\af31505\loch\f2 }{
\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161 \hich\af2\dbch\af31505\loch\f2 and depends entirely on training labels}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid4093712 .}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161
\par }{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid6364594
\par }{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161 \hich\af2\dbch\af31505\loch\f2 Training:
\par \tab \hich\af2\dbch\af31505\loch\f2 1. }{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid11884676 \hich\af2\dbch\af31505\loch\f2 Use}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161 \hich\af2\dbch\af31505\loch\f2 naive }{\rtlch\fcs1 \af2 \ltrch\fcs0
\f2\insrsid11884676 \hich\af2\dbch\af31505\loch\f2 B}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161 \hich\af2\dbch\af31505\loch\f2 ayes classification to calculate probability of each article belonging to each class}{\rtlch\fcs1 \af2 \ltrch\fcs0
\f2\insrsid11884676 \hich\af2\dbch\af31505\loch\f2 . }{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161 \hich\af2\dbch\af31505\loch\f2 There is no need to discretize the keyword }{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid11884676
\hich\af2\dbch\af31505\loch\f2 occurrenc\hich\af2\dbch\af31505\loch\f2 e}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161 \hich\af2\dbch\af31505\loch\f2 frequencies, because naive Baeyes is able to handle }{\rtlch\fcs1 \af2 \ltrch\fcs0
\f2\insrsid11884676 \hich\af2\dbch\af31505\loch\f2 continuous}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161 \hich\af2\dbch\af31505\loch\f2 values by normalizing }{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid11884676 \hich\af2\dbch\af31505\loch\f2 their}{
\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161 \hich\af2\dbch\af31505\loch\f2 distribution}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid4093712 .}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161
\par }{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid6364594
\par }{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161 \hich\af2\dbch\af31505\loch\f2 Testing:
\par {\listtext\pard\plain\ltrpar \rtlch\fcs1 \af0\afs22 \ltrch\fcs0 \f2\fs22\insrsid11884676 \hich\af2\dbch\af31505\loch\f2 1.\tab}}\pard \ltrpar\ql \fi-405\li1125\ri0\sl480\slmult1\nowidctlpar\wrapdefault\faauto\ls1\rin0\lin1125\itap0\pararsid4093712 {
\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid11884676 \hich\af2\dbch\af31505\loch\f2 Given}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161 \hich\af2\dbch\af31505\loch\f2 }{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid11884676 \hich\af2\dbch\af31505\loch\f2
unlabeled}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161 \hich\af2\dbch\af31505\loch\f2 article, use naive }{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid11884676 \hich\af2\dbch\af31505\loch\f2 B}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161
\hich\af2\dbch\af31505\loch\f2 ayes to classify based on learned }{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid11884676 \hich\af2\dbch\af31505\loch\f2 probabilities. }{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161 \hich\af2\dbch\af31505\loch\f2
The same web spider will be able to gather additional articles and place them in a separate location}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid4093712 .}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid224161
\par }\pard \ltrpar\ql \li0\ri0\sl480\slmult1\nowidctlpar\wrapdefault\faauto\rin0\lin0\itap0\pararsid4093712 {\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid4093712
\par }{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid6634205
\par }{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid4093712 \hich\af2\dbch\af31505\loch\f2 Clustering:
\par {\listtext\pard\plain\ltrpar \rtlch\fcs1 \af0\afs22 \ltrch\fcs0 \f2\fs22\insrsid4093712 \hich\af2\dbch\af31505\loch\f2 1.\tab}}\pard \ltrpar\ql \fi-360\li1080\ri0\sl480\slmult1\nowidctlpar\wrapdefault\faauto\ls2\rin0\lin1080\itap0\pararsid4093712 {
\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid4093712 \hich\af2\dbch\af31505\loch\f2 Unique words across all articles needs to be recorded, which is already performed in the processing stage.
\par {\listtext\pard\plain\ltrpar \rtlch\fcs1 \af0\afs22 \ltrch\fcs0 \f2\fs22\insrsid4093712 \hich\af2\dbch\af31505\loch\f2 2.\tab}\hich\af2\dbch\af31505\loch\f2 For each article, record t\hich\af2\dbch\af31505\loch\f2 he}{\rtlch\fcs1 \af2 \ltrch\fcs0
\f2\insrsid16405938 \hich\af2\dbch\af31505\loch\f2 frequency of each unique word in the same order. This will constitute an article\hich\f2 \rquote \loch\f2 s feature vector for clustering.}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid4093712
\par {\listtext\pard\plain\ltrpar \rtlch\fcs1 \af0\afs22 \ltrch\fcs0 \f2\fs22\insrsid16405938 \hich\af2\dbch\af31505\loch\f2 3.\tab}}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid16405938 \hich\af2\dbch\af31505\loch\f2
Perform K-Means on the set of article feature vectors. I chose to use NLTK\hich\f2 \rquote \loch\f2 s implementation}{\rtlch\fcs1 \af2 \ltrch\fcs0 \f2\insrsid10164681 \hich\af2\dbch\af31505\loch\f2 of K-Means.}{\rtlch\fcs1 \af2 \ltrch\fcs0
\f2\insrsid16405938
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