Evaluation of the Standard Error of the Regression and Coefficient of Determination as goodness-of-fit parameters for Reverberant Shear Wave Elastography

Aldo Tecse, Stefano Enrique Romero, B. Castañeda
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引用次数: 1

Abstract

Several studies of Reverberant shear wave elastography (R-SWE) have shown its potential for clinical applications. Previous studies of R-SWE present a shear wave speed (SWS) estimation based on a curve-fitting of the regression of Bessel functions to find the wavenumber. Recently, the coefficient of determination (R2) was proposed as a goodness-of-fit (GoF) parameter, however, this parameter is not optimal for non-linear fit according to the literature. For this reason, this study proposes the Standard error of the regression (S) as a (GoF). Numerical simulations were performed for 10 000 plane waves to produce a reverberant field. S and R2 parameters were evaluated using a vibration frequency from 300 to 900 Hz with steps of 200 Hz. Besides, this study suggests a threshold value to reduce estimation error with S. Experiments showed negative values for R2 even with 10 000 plane waves. Finally, a threshold of 0.15 for S reduced the bias and coefficient of variation, preserving a major percentage of information.
作为混响横波弹性学拟合优度参数的回归标准误差和决定系数的评价
一些研究表明,反射横波弹性成像(R-SWE)具有潜在的临床应用价值。以往的R-SWE研究是基于贝塞尔函数回归的曲线拟合来求波数的剪切波速估计。近年来,人们提出了决定系数(R2)作为拟合优度(GoF)参数,但从文献来看,该参数对于非线性拟合并不是最优的。因此,本研究提出回归的标准误差(S)为a (GoF)。对1万个平面波产生的混响场进行了数值模拟。S和R2参数采用振动频率为300 ~ 900 Hz,步长为200 Hz进行评估。此外,本研究提出了一个阈值,以减少s的估计误差。实验表明,即使在10000个平面波下,R2也为负值。最后,S的阈值为0.15降低了偏差和变异系数,保留了大部分信息。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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