Simplifying the Algorithm Selection Using Reduction of Rankings of Classification Algorithms.
Salisu Mamman AbdulrahmanPavel BrazdilWan Mohd Nazmee Wan ZainonAlhassan AdamuPublished in: ICSCA (2019)
Keyphrases
- classification algorithm
- learning algorithm
- times faster
- worst case
- theoretical analysis
- computational complexity
- space complexity
- computational efficiency
- nearest neighbour
- computational cost
- significant improvement
- related algorithms
- computationally efficient
- single pass
- benchmark problems
- combinatorial optimization
- algorithms require
- preprocessing phase
- feature selection algorithms
- detection algorithm
- data reduction
- k means
- data structure
- classification scheme
- machine learning algorithms
- objective function
- preprocessing
- decision tree algorithm
- support vector machine svm
- iterative algorithms
- convergence rate
- support vector machine
- classification method
- decision trees
- machine learning
- classification accuracy
- decision tree algorithms
- active learning
- dynamic programming
- memory requirements
- knn
- simulated annealing
- expectation maximization
- class labels
- segmentation algorithm