Optimal SVM learning method based on adaptive sparse sampling and granularity shift factor.
Hui WenDongshun JiaZhiqiang LiuHang XuGuangtao HaoPublished in: KSII Trans. Internet Inf. Syst. (2022)
Keyphrases
- prior knowledge
- dynamic programming
- support vector machine
- sparse sampling
- classification method
- support vector machine svm
- significant improvement
- learning scheme
- support vector
- learning process
- active learning
- cost function
- training set
- closed form
- unsupervised learning
- detection method
- adaptive threshold
- classification accuracy
- multi class
- machine learning
- objective function
- similarity measure