Research Group

Name of Research Group:Data Science and Operations Research

Description of Research Group: Prof. Wang is an expert in the fields of artificial intelligence, intelligent computing, operations research, queueing systems and data science. He has been involved in several collaborative projects with international professionals. We have achieved key technological achievements in the fields of "Artificial Intelligence in Data Analysis and Processing", "Intelligent Optimization Methods", and "Modeling and Simulation of Stochastic Systems". Those research works have already been published in over 100 refereed journals and conference proceedings, including 27 SCI/SSCI-indexed papers, 39 EI-indexed papers, 27 CPCI/ISTP-indexed papers. In addition, we have also applied for 17 China invention patents, and obtained 8 China invention patent authorizations and 1 Chinese Taiwan invention patent. In terms of academic services, Prof. Wang has served as a reviewer for over 80 SCI/EI indexed journals (with over 300 referee reports) in the fields of operations research, applied mathematics, computer science and engineering.

Team members Introduction:

Master Graduate at Computer Science, Class of Year 2021-2024

Research works during his study period:

1. Shengming Lin, Chia-Hung Wang*, Jinchen Yuan, Yingping Zeng, Chiwang Lin (2024),

A Combinatorial Prediction Method for Stock Index Price Based on CEEMDAN and LSTM: 

Data Analysis from Five Countries. 

Computer Science and Application, Vol. 14, No. 2, pp. 449-459, February 2024.

https://doi.org/10.12677/CSA.2024.142045  

2. 林昇铭、王嘉宏、袁锦琛，专利名称：「一种基于CEEMDAN-PSO-LSTM的多国股指价格预测方法」，

中国发明专利，专利申请号202410349818.8，申请日2024年3月26日，

申请公布号CN118505391A，申请公布日2024年8月16日。

3. Chia-Hung Wang*, Jinchen Yuan, Yingping Zeng, and Shengming Lin (2024), 

A deep learning integrated framework for predicting stock index price 

and fluctuation via singular spectrum analysis and particle swarm optimization. 

Applied Intelligence, vol. 54, no. 8, pp. 1770-1797, 

https://doi.org/10.1007/s10489-024-05271-x. (SCI收录, 中科院二区)

4. Chia-Hung Wang*, Qing Ye, Jiongbiao Cai, Yifan Suo, Shengming Lin, Jinchen Yuan, 

and Xiaojing Wu (2024), 

A novel data-driven integrated detection method for network intrusion classification 

based on multi-feature imbalanced data. 

Journal of Intelligent & Fuzzy Systems, vol. 46, no. 3, pp. 5893-5910, 

DOI:10.3233/JIFS-234402. 

https://content.iospress.com/articles/journal-of-intelligent-and-fuzzy-systems/ifs234402  (SCI收录)

5. Chia-Hung Wang*, Jiongbiao Cai, Qing Ye, Yifan Suo, Shengming Lin, Jinchen Yuan (2023), 

A Two-stage Convolution Network Algorithm for Predicting Traffic Speed based on 

Multi-feature Attention Mechanisms. 

Journal of Intelligent & Fuzzy Systems, vol. 45, no. 3, pp. 5181-5196, 

DOI: 10.3233/JIFS-231133. 

https://content.iospress.com/articles/journal-of-intelligent-and-fuzzy-systems/ifs231133  (SCI收录)