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cs.LG2022
Green Accelerated Hoeffding Tree
Eva Garcia-Martin, Albert Bifet, Niklas Lavesson +2
State-of-the-art machine learning solutions mainly focus on creating highly accurate models without constraints on hardware resources. Stream mining algorithms are designed to run…
cs.LG2018
Hoeffding Trees with nmin adaptation
Eva García-Martín, Niklas Lavesson, Håkan Grahn +2
Machine learning software accounts for a significant amount of energy consumed in data centers. These algorithms are usually optimized towards predictive performance, i.e. accuracy…