A number of classical approaches to nonparametric regression have recently been extended to the case of functional predictors. This article introduces a new method of this type, which extends intermediate-rank penalized smoothing to scalar-on-function regression. In the proposed method, which we call...
We propose a novel and robust online function-on-scalar regression technique via geometric median to learn associations between functional responses and sc
Quantile Function on Scalar Regression A ... Search in:This JournalAnywhere Advanced search Journal of the American Statistical AssociationVolume 115, 2020 -Issue 529 Submit an articleJournal homepage 2,487 Views 24 CrossRef citations to date 0...
non-atrophic groups may lead to better prediction of kidney function outcomes. 1.2 Existing Scalar-on-matrix Regression Approaches A simple approach to handle data in a scalar-on-matrix regression setting is to vectorize each subject’s matrix-valued predictor \({{\varvec{X}}}_{{\varvec{i}...
On spline estimators and prediction intervals in nonparametric regression The quantile regression function gives the quantile in the conditional distribution of a response variable given the value of a covariate. It can be used t... DJY Koo - 《Computational Statistics & Data Analysis》 被引量: ...
3. Regression : Output a scalar如果找到的function输出的是数值,这样的任务就叫做Regression,例如Stock Market Forecast,Self-driving Car,Recommendation。问题:预测宝可梦的CP值 Estimating the Combat Power(CP) of a pokemon after evolution 我们期望根据已有的宝可梦进化前后的信息x,来预测某只宝可梦进化后的cp值...
beta分布的概率密度的matlab代码分布数据标量回归分析中的分位数函数 作者贡献清单表 数据 抽象的 多形胶质母细胞瘤(GBM)是最常见和最具侵害性的癌症,始于大脑。 大多数GBM诊断是通过医学成像(例如磁共振成像(MRI))进行的,其中MRI提供了广泛的高分辨率图像对比度,可作为临床决策或GBM研究中肿瘤进展的指标。 通常起...
Models investigating the dependence of a response on a predictor have moved beyond the ordinary scalar-on-vector regression. We propose a regression model for a scalar response and a surface (or a bivariate function) predictor. The predictor has a random component and the regression model falls ...
series_fit_poly() Applies polynomial regression on a series, returning multiple columns. series_ifft() Applies the Inverse Fast Fourier Transform (IFFT) on a series. series_iir() Applies an Infinite Impulse Response filter on a series. series_magnitude() Calculates the magnitude of the numeric ...
Boumahdi M, Ouassou I, Rachdi M (2023) Generalized regression function for surrogate scalar response. Math Model Comput. 10(3):625–637https://doi.org/10.23939/mmc2023.03.625 Boumahdi M, Ouassou I, Rachdi M (2023) Conditional density function for surrogate scalar response. Stat Trans New...