AsianReligionsClassification
An experiment project for Pattern Recognition which is a course released by Yong Wang from Chinese Academy of Science. Considering not very much time spent on this task, it may be naive and not bug-free. If you find any problems with it, feel free to send an email to buptmsg@gmail.com.
The python script analysis.py implements a simple but efficient method for classification. And also it contains the code for classfication models based on scikit-learn as a contrast.
Result
| Method | Avg/stddev of acc |
|---|---|
| Linear Regression | 37.39 / 4.46 |
| Random Forest | 83.45 / 4.13 |
| Decision Tree | 69.85 / 4.35 |
| SVC | 77.00 / 4.16 |
| 高频分析 | 95.40 / 1.57 |
| 低频分析 | 95.76 / 1.78 |
| 高频+低频分析 | 95.40 / 1.69 |
| 词汇去除 | 95.84 / 1.65 |