A Provable Algorithm for Learning Interpretable Scoring Systems.
Nataliya SokolovskaYann ChevaleyreJean-Daniel ZuckerPublished in: AISTATS (2018)
Keyphrases
- learning algorithm
- dynamic programming
- learning systems
- experimental evaluation
- cost function
- learning scheme
- recognition algorithm
- k means
- incremental learning
- optimization algorithm
- np hard
- objective function
- learning speed
- improved algorithm
- expectation maximization
- supervised learning
- computational cost
- reinforcement learning
- similarity measure
- machine learning systems
- learning phase
- search space
- learning process
- times faster
- active learning
- high accuracy
- multi objective
- feature selection
- prior knowledge
- learning tasks
- learning problems
- preprocessing
- computational complexity
- training data
- data sets