SafePredict: A Meta-Algorithm for Machine Learning That Uses Refusals to Guarantee Correctness.
Mustafa Anil KoçakDavid RamírezElza ErkipDennis E. ShashaPublished in: IEEE Trans. Pattern Anal. Mach. Intell. (2021)
Keyphrases
- machine learning
- learning algorithm
- detection algorithm
- expectation maximization
- computational cost
- worst case
- improved algorithm
- classification algorithm
- optimization algorithm
- segmentation algorithm
- high accuracy
- experimental evaluation
- np hard
- significant improvement
- k means
- computational complexity
- estimation algorithm
- convergence rate
- input data
- times faster
- path planning
- preprocessing
- machine learning systems
- provably correct
- computer vision
- computationally efficient
- decision trees
- data sets
- probabilistic model
- objective function
- mobile robot
- search space