BriefGPT.xyz
May, 2024
梯度增强滤波器在信号处理中的应用
Gradient Boosted Filters For Signal Processing
HTML
PDF
Jose A. Lopez, Georg Stemmer, Hector A. Cordourier
TL;DR
基于梯度提升决策树的滤波器应用于动态数据，通过使用Hammerstein系统代替决策树。我们讨论了我们方法与Volterra级数的关系，并提供了其应用的理论基础。我们通过示例演示了我们方法的有效泛化能力。
Abstract
gradient boosted decision trees
have achieved remarkable success in several domains, particularly those that work with static tabular data. However, the application of gradient boosted models to
signal processing
→