no code implementations • 26 Jan 2024 • Chengdong Shi, Ching-Hsun Tseng, Wei Zhao, Xiao-jun Zeng
We propose a novel approach to nonlinear functional regression, called the Mapping-to-Parameter function model, which addresses complex and nonlinear functional regression problems in parameter space by employing any supervised learning technique.
1 code implementation • 22 Nov 2023 • Chi-Ping Su, Ching-Hsun Tseng, Shin-Jye Lee
Knowledge Distillation (KD) transfers knowledge from a larger "teacher" model to a compact "student" model, guiding the student with the "dark knowledge" $\unicode{x2014}$ the implicit insights present in the teacher's soft predictions.
no code implementations • 18 Sep 2023 • Ching-Hsun Tseng, Shin-Jye Lee, Po-Wei Cheng, Chien Lee, Chih-Chieh Hung
Topic modeling is admittedly a convenient way to monitor markets trend.
1 code implementation • 15 Aug 2023 • Ching-Hsun Tseng, Shao-Ju Chien, Po-Shen Wang, Shin-Jye Lee, Wei-Huan Hu, Bin Pu, Xiao-jun Zeng
Motion mode (M-mode) recording is an essential part of echocardiography to measure cardiac dimension and function.
Ranked #1 on Real-time instance measurement on MEIS
1 code implementation • 8 Oct 2022 • Yuping Wu, Ching-Hsun Tseng, Jiayu Shang, Shengzhong Mao, Goran Nenadic, Xiao-jun Zeng
To fill these gaps, this paper first conducts the comparison analysis of oracle summaries based on EDUs and sentences, which provides evidence from both theoretical and experimental perspectives to justify and quantify that EDUs make summaries with higher automatic evaluation scores than sentences.
1 code implementation • 15 Mar 2021 • Ching-Hsun Tseng, Shin-Jye Lee, Jia-Nan Feng, Shengzhong Mao, Yu-Ping Wu, Jia-Yu Shang, Mou-Chung Tseng, Xiao-jun Zeng
Recently, from the successful development of multi-head attention in natural language processing, it is sure that now is a time of either using a Transformer-like model or hybrid CNNs with attention.
Ranked #1 on Image Classification on Tiny-ImageNet