教學(xué)和研究領(lǐng)域
? 教學(xué)課程：R語言數(shù)據(jù)分析、貝葉斯統(tǒng)計(jì)
??研究領(lǐng)域：統(tǒng)計(jì)機(jī)器學(xué)習(xí)、時(shí)間序列預(yù)測分析、商業(yè)數(shù)據(jù)分析、健康醫(yī)療
學(xué)術(shù)經(jīng)歷
??管理科學(xué)與工程系特聘副研究員，武漢大學(xué)，2023年9月–至今
工作經(jīng)歷
? 高一數(shù)學(xué)老師兼班主任，中山大學(xué)附屬中學(xué)，2017年7月–2018年7月
? 中山大學(xué)研究生支教團(tuán)成員，昌都市第一高級中學(xué)，2014年7月–2015年8月
獲獎(jiǎng)與榮譽(yù)
? 可靠性工程師協(xié)會(huì)最佳論文(Doug Ogden Best Paper Award from Society of Reliability Engineers)及$5000獎(jiǎng)金，2021
? 工業(yè)與系統(tǒng)工程師雜志精選文章(Featured article in Industrial and Systems Engineer Magazine)，2021
? 運(yùn)籌學(xué)和管理學(xué)研究協(xié)會(huì)學(xué)生分會(huì)年度榮譽(yù)獎(jiǎng)(Honorable Mention of INFORMS Student Chapter Annual Award)，2022
? 德克薩斯理工大學(xué)研究生院博士論文完成獎(jiǎng)學(xué)金(Doctoral Dissertation Completion Fellowship)，2022-2023
? IISE Future Faculty Fellow，2021-2022
? 碩士研究生國家獎(jiǎng)學(xué)金，2017
編審經(jīng)歷
? IISE Transactions
? European Journal of Operational Research
? Reliability Engineering & Safety Science
? IEEE Transactions on Automation Science and Engineering
專業(yè)組織會(huì)員與資格證
1. 運(yùn)籌學(xué)和管理學(xué)研究協(xié)會(huì)（INFORMS）會(huì)員
2. 工業(yè)與系統(tǒng)工程研究協(xié)會(huì)（IISE）會(huì)員
主要論文及書籍（近五年或過去十年較有社會(huì)影響力的）
國際期刊論文
? Liao, Y., Xiang, Y., Zhao, Z., & Ai, D. (2023). Bayesian mixed-effect higher-order hidden Markov models with applications to predictive healthcare using electronic health records. IISE Transactions. (學(xué)院A-，第二輪審稿)
? Liao, Y., Dong, N., & Xiang, Y. (2023). Bayesian prognosis analysis of human papillomavirus-associated head and neck cancer using hierarchical Dirichlet process mixture models. IISE Transactions. (Online, 學(xué)院A-)
? Liao, Y., Xiang, Y., Zheng, M., & Wang, J. (2023). DeepMiceTL: a deep transfer learning based prediction of mice cardiac conduction diseases using early electrocardiograms. Briefings in Bioinformatics, 24(3), bbad109. (學(xué)院B)
? Liao, Y., Xiang, Y., & Wang, M. (2021). Health assessment and prognostics based on higher-order hidden semi-Markov models. Naval Research Logistics (NRL), 68(2), 259-276. (學(xué)院A-)
? Shi, Y., Xiang, Y., Liao, Y., Zhu, Z., & Hong, Y. (2021). Optimal burn-in policies for multiple dependent degradation processes. IISE Transactions, 53(11), 1281–1293. (學(xué)院A-，評選為2021工業(yè)及系統(tǒng)工程雜志精選文章)
? Andrukonis, A., Protopopova, A., Xiang, Y., Liao, Y., & Hall, N. (2021). Behavioral correlates of urinary output in shelter cats. Applied Animal Behaviour Science, 241, 105397.
國際會(huì)議論文
? Zhu, Z., Xiang, Y., & Liao, Y. (2022). Two-stage stochastic programming for maintenance optimization of multi-component systems. In 2022 Annual Reliability and Maintainability Symposium (RAMS) (pp. 1-6). IEEE.
? Liao, Y., Xiang, Y., & Keedy, E. (2021). Age-based maintenance scheduling for flowmeters with multiple failure modes and covariates. In 2021 Annual Reliability and Maintainability Symposium (RAMS) (pp. 1-6). IEEE.
? Liao, Y., Xiang, Y., & Du, D. (2020). Automatic classification of heartbeats using ECG signals via higher order hidden Markov model. In 2020 IEEE 16th International Conference on Automation Science and Engineering (CASE) (pp. 69-74). IEEE.
? Liao, Y., Xiang, Y., & Keedy, E. (2020). Reliability analysis of flow meters with multiple failure modes in the process industry. In 2020 Annual Reliability and Maintainability Symposium (RAMS) (pp. 1-6). IEEE.
? Bediako, E., Xiang, Y., Alaswad, S., Liao, Y., & Xing, L. (2020). Reliability analysis of crude unit overhead piping based on wall thickness degradation process. In 2020 Annual Reliability and Maintainability Symposium (RAMS) (pp. 1-6). IEEE.
? Liao, Y., Xiang, Y., Beruvides, M., & Heinze, L. (2019). A data-driven prognostic method for crude-oil pipeline systems. In 2019 Southwestern Petroleum Short Course.
科研項(xiàng)目
縱向項(xiàng)目
? 提高增材再制造領(lǐng)域的環(huán)境及經(jīng)濟(jì)的可持續(xù)性，美國國家自然科學(xué)基金會(huì)杰出青年教授基金，$508,805美元，2020–2025，參與
? 復(fù)雜系統(tǒng)在動(dòng)態(tài)環(huán)境中的維修優(yōu)化，美國國家自然科學(xué)基金會(huì)，$279,025美元，2017–2021，參與
橫向項(xiàng)目
? 數(shù)據(jù)驅(qū)動(dòng)下流量計(jì)的可靠性分析和維修規(guī)劃，科思創(chuàng)（Covestro），$11,500美元，2020–2025，參與
