Protein coding regions prediction is a very important but overlooked subtask for tasks such as of complete gene structure, coding/noncoding RNA. Many machine learning methods have been proposed this problem, they first encode biological sequence into numerical values and then feed them classifier final prediction. However, encoding schemes directly influence the classifier's capability to captu...