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physics.data-an2019★ 25 cited
How Analytic Choices Can Affect the Extraction of Electromagnetic Form Factors from Elastic Electron Scattering Cross Section Data
Scott K. Barcus, Douglas W. Higinbotham, Randall E. McClellan
Scientists often try to incorporate prior knowledge into their regression algorithms, such as a particular analytic behavior or a known value at a kinematic endpoint. Unfortunately…
physics.data-an2018★ 2 cited
Bias-Variance Trade-off and Model Selection for Proton Radius Extractions
Douglas W. Higinbotham, Pablo Giuliani, Randall E. McClellan +2
Intuitively, a scientist might assume that a more complex regression model will necessarily yield a better predictive model of experimental data. Herein, we disprove this notion in…