An Efficient Method for Incremental Learning of GMM Using CUDA

@article{Chen2012AnEM,
  title={An Efficient Method for Incremental Learning of GMM Using CUDA},
  author={Chunlei Chen and Ning Zhang and Shuang Shi and Dejun Mu},
  journal={2012 International Conference on Computer Science and Service System},
  year={2012},
  pages={2141-2144}
}
Incremental learning algorithms of the Gaussian Mixture Model can find applications in various scenarios. This paper proposes a CUDA-based method to accelerate incremental learning of GMM. Different from existing methods towards GMM on GPU, our method aims to hide data transfer latency instead of accelerating the algorithm itself. Due to the inherent characteristic of memory-critical incremental learning applications, loading data from external memory and copying data from host to device will… CONTINUE READING

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