Titlebook: Neural Information Processing; 22nd International C Sabri Arik,Tingwen Huang,Qingshan Liu Conference proceedings 2015 Springer Internationa

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Optimism in Active Learning with Gaussian Processes,initially unknown. Online estimation of this distribution, for the purpose of minimizing the error, involves a trade-off between exploration and exploitation. This is a common problem in machine learning for which multi-armed bandit theory, building upon the paradigm of Optimism in the Face of Uncer

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Neural Information Processing978-3-319-26535-3Series ISSN 0302-9743 Series E-ISSN 1611-3349

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Soil Property Prediction: An Extreme Learning Machine Approach,hose samples. Our method is based on Savitzky-Golay filter for preprocessing and a relatively recent evolution of single hidden-layer feed-forward network (SLFN) learning technique called extreme learning machine (ELM) for prediction. We tested our method with Africa Soil Property Prediction dataset, and observed that the results were promising.