Exploring the performance and portability of the k-means algorithm on SYCL across CPU and GPU architectures.
Youssef Faqir-RhazouiCarlos GarcíaPublished in: J. Supercomput. (2023)
Keyphrases
- k means
- clustering method
- computational cost
- experimental evaluation
- learning algorithm
- times faster
- preprocessing
- hierarchical clustering
- np hard
- detection algorithm
- computational complexity
- data clustering
- worst case
- expectation maximization
- convergence rate
- gpu accelerated
- parallel implementation
- particle swarm optimization
- cost function
- matching algorithm
- dynamic programming
- spectral clustering
- similarity measure
- recognition algorithm
- neural network
- cluster centers
- graphics processing units
- parallel computation
- unsupervised clustering
- fuzzy clustering algorithm
- real time