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However, the transformations performed are local, resulting in their much faster training.
Compared with general neural network models, the proposed model features a more simple network architecture, a faster training speed, and a more satisfactory prediction performance.
The algorithms achieved faster training times compared to their serial counterparts and generalized better than other clustering algorithms in the literature, when tested on multiple datasets from UCI.
This shows that BA-ELM has a faster training speed and better generalization performance than BA-NNs, which has been proved in Huang et al. (2006).
The faster training speed of BA-ELM is due to the ELMs are trained in a one-step procedure without the need of gradient based iterative procedure.
The proposed method demonstrates simpler network architecture, easy computational implementation, faster training speed, as well as no need to consider any primary assumption about the behavior of data and their probability distribution type, with more satisfactory predicting performance for generating gold potential map of the area.
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You'll never get fast trains up here".
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Her motions were fast, trained, like a dancer who is supremely confident, in her prime all grace.
But faster trains are critical to its future.
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