MASIF: Meta-learned Algorithm Selection using Implicit Fidelity Information.
Tim RuhkopfAditya MohanDifan DengAlexander TornedeFrank HutterMarius LindauerPublished in: Trans. Mach. Learn. Res. (2023)
Keyphrases
- prior information
- learning algorithm
- times faster
- end users
- dynamic programming
- detection algorithm
- selection algorithm
- final result
- spatial information
- segmentation algorithm
- k means
- expectation maximization
- domain knowledge
- computational cost
- probabilistic model
- optimal solution
- convergence rate
- theoretical analysis
- simulated annealing
- worst case
- information extraction
- similarity measure
- np hard
- significant improvement
- preprocessing
- computational complexity
- data structure
- objective function
- selection strategy
- information loss
- unsupervised manner
- recognition algorithm
- neural network
- gradient information
- classification algorithm
- tree structure
- clustering method
- information sources
- input data
- markov random field
- high accuracy
- experimental evaluation
- image segmentation
- feature selection