3 papers
cs.LG2019
Interpretations of Deep Learning by Forests and Haar Wavelets
Changcun Huang
This paper presents a basic property of region dividing of ReLU (rectified linear unit) deep learning when new layers are successively added, by which two new perspectives of inter…
eess.IV2018
New Fundamental Formulas of Image Restoration in Spatial and Frequency Domains
Changcun Huang
Circular convolutions and the corresponding frequency domain formula are fundamentally important in image restoration; however, in this paper, we'll prove that the usual computing…
eess.SP2018
The Interpretation of Linear Prediction by Interpolation Framework and Several following Results
Changcun Huang
This paper gives a general interpretation of Linear Prediction (LP) by interpolation framework different from the perspective of statistics. This interpretation is proved to be use…