Research Article
A New Random Forest Algorithm Based on Learning Automata
Table 2
Details of textual data used for evaluation.
| Domain | Name | # Feature | # Instance |
| Text | Stanford—Sentiment 140 corpus [106] | Bag of word | 1600000 | Large dataset of movie reviews [107] | Bag of word | 50000 | Sentence polarity dataset v1.0 [108] | Bag of word | 10662 | Internet movie database [105] | Bag of word | 1400 | Yelp review [105] | Bag of word | 598000 | Amazon review [105] | Bag of word | 1000000 | Healthcare | Heart disease dataset [105] | 13 | 200 | Breast cancer dataset [105] | 30 | 569 | Arrhythmia dataset [105] | 279 | 454 | Parkinson dataset [105] | 45 | 241 | Caesarean section dataset [105] | 5 | 81 | Gene expression dataset [105] | 255 | 801 | Diabetes dataset [105] | 7 | 765 | Statlog (heart) dataset [105] | 13 | 271 | Physical | Ionosphere dataset [105] | 34 | 352 | Sonar, mines vs. rocks dataset [105] | 60 | 208 | Sound | Voice dataset [105] | 20 | 3168 | Emotions from music dataset [105] | 28 | 592 |
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