In this paper, a new classification method, called penalized partial least squares discriminant analysis for multi-label learning (PPML), is proposed. It aims at performing dimension reduction and capturing the label correlations simultaneously. Specifically, PPML first identifies a latent space for ...
Boulesteix, G. Tutz, Penalized partial least squares based on B- splines transformations, Chemom. Intell. Lab. Syst. 94 (2008) 60-69.N. Kramer, A.1. Boulesteix, G. Tutz, Penalized partial least squares based on B-splines transformations, SFB 386, Discussion Paper 483 (2007)...
•A new and effective learning method for the multi-label data is proposed.•The method exploits the sparse property of the label space fully.•The method captures the correlations of the variables by using partial least squares discriminant analysis.•Dimension reduction has also applied to...
网络释义 1. 最小二乘条件 ...odel) 一般的相加模型可表示为 这里 惩罚性的最小二乘条件(penalized least-squares): 可以用使penalized least-squares最优 … doc.mbalib.com|基于 1 个网页 2. 惩罚最小二乘 什么意思_英语penalized在线翻译_有道词典... ... He Shall Be Penalized 应当给予处罚penalized...
This version is known as partial least squares with penalized logistic regression (PLS-PLR) and has been adapted from its original use for high-dimensional microarray data. We have adapted this algorithm for use in imaging data and demonstrate the use of this algorithm in a set of patients ...
Perform two step penalized group partial least squares on spectroscopy data from a eucalypt forest. Spectral reflectance was measured for 69 healthy leaves, with spectral data between 350 - 2500 nm and 1 nm band spacing resolution. We predicted the four response variables: carotene, chlorophyll, EP...
Partial Least Squares Structural Equation Modeling (PLS :偏最小二乘(PLS结构方程建模 The Levenberg-Marquardt method for nonlinear least squares的Levenberg-Marquardt方法的非线性最小二乘法 经典最小二乘法classical_least_squares sempls structural equation modeling using partial least:sempls结构方程模型采用偏...
摘要: Recently, the N-way partial least squares (NPLS) approach was reported as an effective tool for neuronal signal decoding and brain-computer interface (BCI) system calibration. This method...关键词: Discrete wavelet transforms genomics smoothing methods wavelet coefficients DOI: 10.1088/1741-...
Application ofpenalized least squares estimationin gravimetry; 补偿最小二乘估计在重力测量中的应用 更多例句>> 4) robust partial least-squares 稳健偏最小二乘 5) robust least squares 稳健最小二乘 1. In order to counter the non-stationary short wave radio interference and improve the performance of...
Diagnostic methods for a class of penalized least-squares estimators are derived from a Bayesian perspective. The class of estimators considered includes generalized ridge estimators, partial splines and thin plate smoothing splines. The proposed diagnostics include scaled residuals, leverage values and vari...