The Q -Norm Complexity Measure and the Minimum Gradient Method: A Novel Approach to the Machine Learning Structural Risk Minimization Problem.
Douglas A. G. VieiraRicardo H. C. TakahashiVasile PaladeJoão A. VasconcelosWalmir M. CaminhasPublished in: IEEE Trans. Neural Networks (2008)
Keyphrases
- gradient method
- machine learning
- structural risk minimization
- convergence rate
- optimization methods
- empirical risk minimization
- learning algorithm
- step size
- support vector machine
- natural language processing
- decision trees
- computational complexity
- worst case
- negative matrix factorization
- semi supervised learning
- text mining
- lower bound
- pattern recognition
- similarity measure
- feature selection
- active learning
- objective function
- data sets