The Parallelization and Optimization of K-means Algorithm Based on MGPUSim.
Zhangbin MoYaobin WangQingming ZhangGuangbing ZhangMingfeng GuoYaqing ZhangChao ShenPublished in: ICANN (4) (2022)
Keyphrases
- k means
- optimization algorithm
- cost function
- data clustering
- clustering algorithm
- times faster
- clustering method
- experimental evaluation
- learning algorithm
- recognition algorithm
- detection algorithm
- expectation maximization
- significant improvement
- search space
- high accuracy
- optimization process
- theoretical analysis
- dynamic programming
- matching algorithm
- fuzzy clustering algorithm
- stochastic gradient
- optimization model
- hierarchical clustering
- similarity measure
- computational complexity
- computationally efficient
- multi objective
- simulated annealing
- computational cost
- global optimization
- image segmentation
- parallel processing
- neural network
- improved algorithm
- constrained optimization
- probabilistic model
- np hard