Fig 1. Dataset visualization for DNA Enhancers based on the one-hot encoding approach.
All figures are drawn using dimensionality reduction methods including ICA, PCA, FA and t-SNE with Python scikit-learn package as default setting. From the figures it can be concluded that linear classification cannot be utilized in enhancer dataset.