3 papers
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.CV2023
EA-KD: Entropy-based Adaptive Knowledge Distillation
Chi-Ping Su, Ching-Hsun Tseng, Bin Pu +4
Knowledge distillation (KD) enables a smaller "student" model to mimic a larger "teacher" model by transferring knowledge from the teacher's output or features. However, most KD me…
cs.CL2023
A Novel Method of Fuzzy Topic Modeling based on Transformer Processing
Ching-Hsun Tseng, Shin-Jye Lee, Po-Wei Cheng +2
Topic modeling is admittedly a convenient way to monitor markets trend. Conventionally, Latent Dirichlet Allocation, LDA, is considered a must-do model to gain this type of informa…