BENCHMARKING ASSESSMENT OF SUPERVISED MACHINE LEARNING ALGORITHMS OF K-NEAREST NEIGHBOR, RANDOM FOREST, DECISION TREE AND ITS VARIANTS BASED ON EFFICIENCY AND PERFORMANCE METRICS

Machine learning provides more verbose algorithms capable of accurately predicting, classifying groups as needed.Consequently, the objective of this paper is to assess the benchmarking of Supervised Machine Learning Algorithms of K-Nearest Neighbor, Random Forest, Decision Tree and it variants VOLUMEA VOLUMIZING FOAM (ID3, C4.5, C5.0 and CART) base

Overvoltage instability is a growing concern in a standalone low-voltage (LV) microgrid (MG) with non-dispatchable intermittent renewable energies such as residential and commercial photovoltaic generators (PVGs).Several overvoltage controllers used in PV arrays have adopted the concept of standard deviation from the maximum power point (MPP) to cu

Objective The relationship between vitiligo and cardiovascular diseases remains controversial.This study aimed to systematically review the evidence comparing cardiovascular disease risk factors between patients with vitiligo and controls and to perform a meta-analysis of the results.Data sources A comprehensive database search was performed for al

Deforestation is highly damaging to the global climate system and biodiversity.It varies strongly across countries and time, and is driven by several idiosyncratic as well as structural factors.Political regime types belong to the latter.Some studies suggest that more democratic countries are associated with lower rates of deforestation, whereas ot