(Plz read it first) Business Analytics Laboratory (商業分析實驗室)

(Important) Please read this webpage first if you want to join my lab and schdule an interview.

(26/8/26) We welcome Kiran, 晏華 (YenHua), and Chynna to the lab!

(26/8/6) New research results (COSMOS)

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(26/8/3) Welcome to Charles, Melle, Gina, Peter, Yuto, and Teru, who have joined the lab for the 2026 Summer Camp, College of EECS.

(26/7/23) 恭喜品穎 (Pollie)、振宇 (Jeff)、旻為 (Willy)，順利完成碩士論文口試

(26/7/10) Another paper published in IJSS (Closed-loop EOQ)

(26/7/8) 115 學年度教育部校務發展獎補助計畫通過 (Industrial AI Teaching Platform)

(26/7/1) 國科會115 年度計畫通過 (NSTC project awarded)

(News) Papers published in IJSS and RS

(News) 恭喜品穎 (Pollie)、振宇 (Jeff) 獲補助，前往日本京都參加 ICIEA 2026 並發表論文 (Please look at the size of the computer screen on the left (or the first) picture. This is the main reason why I keep asking for larger fonts and 8 lines per slide during student presentation.)

(News) Welcome to Enzo, Michael, and Paul from Mapúa University, who have joined the lab as undergraduate exchange students.

(News) 恭喜可勳 (Ryan)，第一次實驗室論文報告就主動使用英語

(News) 恭喜庭煜 (Angus)，獲國科會補助，將前往義大利米蘭參加 ICIEA-EU 2026 並發表論文(News) 恭喜庭煜 (Angus)，獲得 114 學年度教育部博士生獎學金

(News) 恭喜品穎 (Pollie)、振宇 (Jeff)，主動使用英語完成實驗室論文報告 (準備出國參加研討會)

(News) 歡迎凡玨、宇翔、和可勳的加入

(News) 暑假上山喝咖啡、聽黑膠

(News) 國科會114年度 【 公平最佳決策樹和其應用 】計畫通過

(News) 恭喜庭煜 (Angus)，順利完成 (4 + 1) 碩士論文口試

(News) 恭喜豐安 (Frank)、苑馳 (Lucas)，工業系作業研究學科競賽第二名

We work in operations research, machine learning (and AI), data science, and their real-world applications (in supply chain, business, smart manufacturing, etc.). We welcome students with computer science, math and statistics, physics, and (industrial) engineering backgrounds to join our lab. By maintaining a small lab environment, we prioritize high-quality research and ensure I have more dedicated time to closely supervise and mentor each student. If you are interested in working with us: 

• (Important) Please read this file (about lab research, 26/8/13 version. Another version with more details) before you send me an email. (chhsu135 AT Gmail)
• For admitted students in CYCU, please email me your resume and transcript to schedule a meeting or online chat. Please refer to this blog for more details about your resume. Please take my gradudate courses. 
• For international students, please include my name and department in your application form, and I will read your application. You could send me an email as a reminder.
• Taiwan Experience Education Program: CYCU OIA (more infor) (Taiwanese government will fully waive your tuition at CYCU and provide you with a monthly stipend of up to NT$20,000 for 2 to 6 months.)
• International Internship Pilot Program of Taiwan
• MOE Elite Scholarship Program (教育部新南向培英專案): Scholarship for Lecturers from New Southbound (South/Southeast Asia) and African countries, with priority given to applicants enrolling in Ph.D. programs. It provides a monthly stipend of NT$25,000 for up to 2 years (Master's) or 3 years (PhD).
• MOE Taiwan Scholarship (for any international students): More infor (MOFA)
• National Science and Technology Council Graduate Research Fellowship (NSTC-GRF), which provides NT$40,000 per month for up to 3 years.
• 42. CYCU Outstanding Foreign PhD Scholarship for Academic Research

Lab info (photos):

• Key info: Guides for students,   Tips for the final project and your thesis
• Meeting: Group meeting,  Meeting schedule
• Please ensure you are comfortable with the (introductory) material in math and Python, which are free once you log in. 
• My Python course (Vidoes): It is interesting to appreciate the power of Python by looking at Section 5.2 even if the LLM could produce the code for you. It takes at least 100 lines of Java codes when I taught Java around year 2000. 
• 3Blue1Brown: Videos here cover a variety of topics in math, or adjacent fields like physics and CS, all with an emphasis on visualizing the core ideas. (Bravo!) 
• Neural networks
• More infor (under the section "For master students") 

成員 (Team members), 莊敬 302 (ISE Building no. 23, room 302) (username at gmail  dot com)

• 許志華 (Jerry Hsu), advisor (chhsu135)
• 廖庭煜 (Angus)，博士班 (PhD) 114 級 (angus21210)
• Ting-Yu Liao, Chia-Cheng Chen, Chih-Hua Hsu, Application of Enhanced Holistic Regression in Wafer Acceptance Test, ICIEA-EU, Italy, 2026.
• 獲得 114 學年度教育部博士生獎學金
• 預研生 112 級 (4 + 1) 
• 廖庭煜、維琪、許志華、饒忻，增強不確定性下的決策：結合 TRIZ 和機器學習方法的穩健優化框架，2025 系統性創新研討會暨專案競賽，論文競賽獎第一名  (code)
• Ting-Yu Liao and Chih-Hua Hsu, Comprehensive Comparisons of SPLS and HR for Multi-Collinear and Noisy Data, APIEMS, Thailand, 2024. (code)
• 2023 中原大學電資學院 (College of EECS, CYCU)，AI 創意構想競賽金獎 (Gold Medal in AI Creative Concept Competition)
• 碩士班入學甄試第一名 (First place in the entrance examination for master's program)
• Nyein Sandi Shwe (Sandi), 2025 Spring master (nyeinsandishwesep27) (Bachelor in IT, Myanmar)
• 李宇翔，研究所 114 級 (jemmy5588)
• Kiran Sughra, 2026 Fall master (kiransughra14) (Bachelor in statistics, GCWUF, Pakistan)
• 石晏華 (YenHua)，研究所 115 級  (twitch0905079415)
• 黃薇瑄，碩專班 112 級 (free880130) (Part-time)
• 簡依光，碩專班 113 級 (ml2716fi106) (Part-time)
• 蔡瑋強，碩專班 113 級 (bigjogn8039) (Part-time)
• 廖凡玨，碩專班 114 級 (cooper9206) (Part-time)
• 大學部專題 (Undergraduate projects)：

遠距合作者 (Remote collaborators)

• Michael Artagnan O. Urmanita (michaelurmanita.maou), Graduate student in IE, Mapúa University, Philippines
• Chynna Cardona (cardonachynnam), BS in IT, New Era University, Philippines

前成員 (Former members)

• 朱品穎 (Pollie)，研究所 (graduate school) 113 級 (a0973634180)
• Chih-Hua Hsu and Pinying Zhu, Using SVM to Impute Missing Medical Time Series Data, ICIEA, Japan, 2026.
• 趙振宇 (Jeff)，研究所 113 級 (zz2347605)
• Chih-Hua Hsu and Chen-Yu Chao, Single Fair Decision Tree using Local search algorithm, ICIEA, Japan, 2026.
• 朱旻為 (Willy)，研究所 113 級 (homework7915)
• 2026 Summer Camp: Charles Vincent Mansueto (University of Santo Tomas), Eumelle Jeo Mamacos (Mapua Malayan Colleges Mindanao), 楊詠晴 (CYCU), 邱培禎 (CYCU), Yuto Ozaki (Kansai Univercity), Teruhiro Kojima (Kansai Univercity)
• 專題：黃可勳 (Ryan，keshiun88) (公平決策樹)
• Enzo Benedict C. Esquejo, Michael Artagnan O. Urmanita, and Alfonso Paul B. Bagtas: Undergraduate exchange students from Mapúa University for the Spring 2026 semester
• Multiple Orthogonal Residual Screening (MORS) for Sparse Partial Least Squares: Recovering Predictors in High Dimensions
• 邱寶樟，暑期實習專題 (112 級丙班) (推甄上台大工業工程學研究所)
• 專題：蔡豐安 (111 級丙班)，呂苑馳 (111 級丙班)
• ML 計畫：廖庭煜 (109 級丙班)，顏羽軒 (109 級丙班) (德國柏林工業大學生產工程碩士班)
• 專題：蔡佳芸 (110 級乙班)，葉微君 (110 級乙班)，高子涵 (110 級乙班)，黃鈺荃  (110 級乙班)
• 專題：許雅婷  (109 級丙班)，潘幸慈 (109 級丙班)，王喬誼  (109 級丙班)
• 2023 春 SK 計畫：呂宜頻 (109 級甲班)，游心蕙(109 級甲班)，陳宣羽 (109 級甲班)，陳韋蓁 (109 級甲班)，林孝澤 (109 級乙班)
• 2022 秋 SK 計畫：莊馨怡 (108 級甲班)，江維鈞 (108 級乙班)，盧建亨  (108 級電資)，林彥君 (109 級乙班)，何雅潔 (109 級乙班)，洪新凱 (109 級乙班)，簡琇茹 (109 級乙班)

Origin of the name