Sample complexity of the boolean multireference alignment problem.
Emmanuel AbbeJoão M. PereiraAmit SingerPublished in: ISIT (2017)
Keyphrases
- sample complexity
- theoretical analysis
- upper bound
- vc dimension
- learning problems
- linear threshold
- learning algorithm
- pac learning
- special case
- supervised learning
- generalization error
- lower bound
- pac learnability
- real valued
- active learning
- training examples
- sample size
- concept classes
- boolean functions
- uniform convergence
- sample complexity bounds
- learning tasks
- irrelevant features
- number of irrelevant features
- concept class
- machine learning algorithms
- image classification
- semi supervised
- support vector
- face recognition
- feature selection