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For a set of {xi, yi}, i = 1, …, N, xi ∈ Rdyi ∈ {+1, –1}, the SVM found a vector ω such that yi (ωTxi – b) > 0. The vector split the data into 2 classes. Many lines were available for splitting the set. The SVM optimized the solution by solving:
And retrieved the solution from:
The RF algorithm was based on bagging and decision [15]. Bootstrap aggregating (bagging) used repeated random sampling and replaced the training set to create a subset, reduce variance, and improve accuracy.
JMIR Med Inform 2022;10(3):e32508
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Providers’ Perceptions of Parental Human Papillomavirus Vaccine Hesitancy: Cross-Sectional Study
JMIR Cancer 2019;5(2):e13832
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NBIC Biofeeds: A Digital Tool for Open Source Biosurveillance across Federal Agencies
Online J Public Health Inform 2017;9(1):e61982
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