Prediction of the effects of small molecules on the gut microbiome using machine learning method integrating with optimal molecular features.
Binyou WangJianmin GuoXiaofeng LiuYang YuJianming WuYiwei WangPublished in: BMC Bioinform. (2023)
Keyphrases
- machine learning
- feature set
- detection method
- classification method
- classification accuracy
- high accuracy
- dynamic programming
- pairwise
- prior knowledge
- closed form
- cost function
- preprocessing
- feature generation
- high precision
- prediction model
- exhaustive search
- three dimensional
- image features
- support vector machine
- significant improvement
- feature extraction
- co occurrence
- support vector machine svm
- segmentation method
- machine learning methods
- active learning
- computational complexity
- reinforcement learning
- extracted features
- prediction algorithm