Learning algorithms may perform worse with increasing training set size: Algorithm-data incompatibility.
Waleed A. YousefSubrata KunduPublished in: Comput. Stat. Data Anal. (2014)
Keyphrases
- learning algorithm
- training data
- data sets
- cost function
- optimal solution
- objective function
- convergence rate
- training examples
- training samples
- np hard
- machine learning
- prior knowledge
- small number
- worst case
- particle swarm optimization
- active learning
- optimization algorithm
- classification algorithm
- learning process
- step size