A program that does sentiment analysis on the chat of a Warcraft III replay and predicts the winner of the game.
Total Replays: 2000
Uses Naive Bayes (Bernoulli) to do sentiment analysis of replays
Without Bigrams:
Training | Test | Accuracy |
---|---|---|
200 | 1800 | 83.78% |
500 | 1500 | 84.50% |
1000 | 1000 | 84.41% |
1500 | 500 | 82.90% |
With Bigrams:
Training | Test | Accuracy |
---|---|---|
200 | 1800 | 82.20% |
500 | 1500 | 83.73% |
1000 | 1000 | 83.68% |
1500 | 500 | 81.34% |