Research Article
Feature Reduction Based on Genetic Algorithm and Hybrid Model for Opinion Mining
Table 2
Description of multidomain dataset and movie review dataset (joint feature).
|
Dataset |
Number of stratified samples |
Positive reviews |
Negative reviews |
Total attributes | Total attributes (weight by IG) | Total attributes (optimized selection) | NB, LR, SVM | BSVM | BNB |
| Book | 191 | 100 | 91 | 407 | 367 | 285 | 297 | 250 | DVD | 199 | 99 | 100 | 392 | 342 | 274 | 279 | 250 | Electronics | 200 | 100 | 100 | 303 | 236 | 212 | 196 | 192 | Kitchen | 190 | 99 | 91 | 234 | 214 | 164 | 146 | 145 | Movie | 200 | 100 | 100 | 1719 | 1718 | 1203 | 1069 | 1049 |
|
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