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对于给定d个属性描述的示例x=（x1，x2，......，xd）,通过属性的线性组合来进行预测。一般的写法如下： f(x)=w'x+b,因此，线性模型具有很好的解释性（understandability，comprehensibility），参数w代表每个属性在回归过程中的重要程度。
Nonlinear Model Order Reduction of Dynamical Systems in Process Engineering: Review and Comparison
Nonlinear Model Order Reduction of Dynamical Systems in Process Engineering: Review and Comparison
Arxiv
0+阅读 · 2月19日
A constrained iteratively-reweighted least-squares framework for generalised linear models
Arxiv
0+阅读 · 2月18日
Generalised Linear Models Driven by Latent Processes: Asymptotic Theory and Applications
Arxiv
0+阅读 · 2月18日
Fluoroscopy-Constrained Magnetic Robot Control via Zernike-Based Field Modeling and Nonlinear MPC
Arxiv
0+阅读 · 2月17日
Estimating the False Discovery Rate of Variable Selection
Arxiv
0+阅读 · 2月9日
High-Dimensional Mediation Analysis for Generalized Linear Models Using Bayesian Variable Selection Guided by Mediator Correlation
Arxiv
0+阅读 · 2月12日
Linear Model Extraction via Factual and Counterfactual Queries
Arxiv
0+阅读 · 2月10日
Covariance scanning for adaptively optimal change point detection in high-dimensional linear models
Arxiv
0+阅读 · 2月10日
The M-Tensor Format: Optimality in High Dimensional Regression for Nonlinear Models with Scarce Data
Arxiv
0+阅读 · 2月9日
Bootstrapping Lasso in Generalized Linear Models
Arxiv
0+阅读 · 1月30日
When Pattern-by-Pattern Works: Theoretical and Empirical Insights for Logistic Models with Missing Values
Arxiv
0+阅读 · 2月2日
Inference on the Significance of Modalities in Multimodal Generalized Linear Models
Arxiv
0+阅读 · 2月3日
Multiple Testing of Local Extrema for Detection of Structural Breaks in Piecewise Linear Models
Arxiv
0+阅读 · 1月13日
A Computational Transition for Detecting Multivariate Shuffled Linear Regression by Low-Degree Polynomials
Arxiv
0+阅读 · 1月26日
A Switching Nonlinear Model Predictive Control Strategy for Safe Collision Handling by an Underwater Vehicle-Manipulator System
Arxiv
0+阅读 · 1月26日
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