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cs.LG2024
Mapping-to-Parameter Nonlinear Functional Regression with Novel B-spline Free Knot Placement Algorithm
Chengdong Shi, Ching-Hsun Tseng, Wei Zhao +1
We propose a novel approach to nonlinear functional regression, called the Mapping-to-Parameter function model, which addresses complex and nonlinear functional regression problems…
cs.LG2021★ 6 cited
Perturbated Gradients Updating within Unit Space for Deep Learning
Ching-Hsun. Tseng, Liu-Hsueh. Cheng, Shin-Jye. Lee +1
In deep learning, optimization plays a vital role. By focusing on image classification, this work investigates the pros and cons of the widely used optimizers, and proposes a new o…