comp551-assignment2's Introduction

COMP 551 - Mini-Project 2

Results

Naive Bayes

         precision    recall  f1-score   support

 hockey       0.97      0.97      0.97      6826
 movies       0.95      0.99      0.97      7484
    nba       0.99      0.93      0.96      6151
   news       0.84      0.85      0.84      7041
    nfl       0.96      0.96      0.96      6665

politics 0.89 0.88 0.89 6663 soccer 0.98 0.97 0.97 7208 worldnews 0.89 0.93 0.91 6962

avg / total 0.94 0.93 0.93 55000

         precision    recall  f1-score   support

 hockey       0.98      0.97      0.97      7110
 movies       0.95      0.99      0.97      7434
    nba       0.99      0.93      0.96      6113
   news       0.86      0.84      0.85      7022
    nfl       0.96      0.97      0.97      6716

politics 0.90 0.89 0.90 6493 soccer 0.98 0.97 0.97 7064 worldnews 0.90 0.94 0.92 7048

avg / total 0.94 0.94 0.94 55000

         precision    recall  f1-score   support

 hockey       0.97      0.97      0.97      6925
 movies       0.95      0.99      0.97      7491
    nba       0.99      0.92      0.96      6158
   news       0.85      0.85      0.85      6994
    nfl       0.97      0.97      0.97      6725

politics 0.89 0.90 0.90 6538 soccer 0.98 0.97 0.97 7091 worldnews 0.90 0.93 0.92 7078

avg / total 0.94 0.94 0.94 55000

SVM

Decision Tree

         precision    recall  f1-score   support

 hockey       0.75      0.78      0.77      6942
 movies       0.90      0.90      0.90      7517
    nba       0.76      0.76      0.76      6178
   news       0.67      0.67      0.67      6996
    nfl       0.82      0.81      0.82      6712

politics 0.76 0.77 0.76 6575 soccer 0.77 0.77 0.77 7067 worldnews 0.78 0.77 0.77 7013

avg / total 0.78 0.78 0.78 55000

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