刘萌萌

助理教授(教学)
本科辅导主任-计算机科学与技术专业

教育背景

计算科学与工程博士,佐治亚理工学院,2019年8月 

计算科学与工程硕士,佐治亚理工学院,2017年12月 

地图学与地理信息系统硕士,中国科学院遥感与数字地球研究所,2013年6月 

地理信息系统学士,河南大学,2010年6月

学术领域
人工智能, 计算机科学, 机器学习与人工智能, 计算机系统与云计算, 计算机视觉与计算机图形学, 运筹学, 交通管理, 统计学, 统计计算和大数据分析, 生物统计与健康数据, 金融统计
研究领域
空间可持续性评估、时空数据分析、数据可视化及人工智能应用
电子邮箱
helenliu@cuhk.edu.cn
办公室
知新楼 405a
个人简介

刘萌萌博士现任香港中文大学(深圳)数据科学学院助理教授(教学),同时担任计算机科学与技术本科项目的主任。此前,她曾在佐治亚理工深圳学院(GTSI)担任计算机科学硕士项目的助理教授,并荣获佐治亚理工学生评选的“卓越教学奖”。更早以前,她在美国FINRA担任两年的大数据工程师。刘博士拥有地理学、遥感影像处理、交通数据分析和计算科学等多学科背景,其研究聚焦于数据驱动的空间可持续性评估、时空数据分析、数据可视化以及人工智能应用。

学术著作

[1] Liu, Q., Liu M., Ye, X. (2021) An Extended Spatiotemporal Exposure Index for Urban Racial Segregation. Cartography and Geographic Information Science. 48:6, 530-545, DOI: 10.1080/15230406.2021.1965915

[2] Liu M., Frost, J. D., Liu Q. (2020) Spatial Sustainability Assessment Framework for Civil Infrastructure Condition. In: Correia A. & Tinoco J., etc. (eds) Information Technology in Geo-Engineering. ICITG 2019. Springer Series in Geomechanics and Geoengineering. Springer, Cham. 406-418. (EI)

[3] Liu, M., & Frost, J. D. (2017). Sustainability of Moving Atlanta Interstate Highways within the Perimeter Underground: Preliminary Detour Analysis. International Conference on Sustainable Infrastructure, New York City, NY, USA. (EI)

[4] Robinson, C., Shirazi, A., Liu, M., & Dilkina, B. (2016). Network Optimization of Food Flows in the U.S. 2016 IEEE International Conference on Big Data (Big Data). Washington, DC, 2016, 2190-2198. (EI)

[5] Jain, A., Fujimoto, R. M., Kim, J., Liu, M., Crittenden, J., & Lu, Z. (2015). Towards Automating the Development of Federated Distributed Simulations for Modeling Sustainable Urban Infrastructures. 2015 Winter Simulation Conference (WSC), Huntington Beach, CA, 2015, 2668-2679. (EI)

[6] Liu, M., Liu, Y., Sun, G., & Li, P. (2014). SVM Land Cover Classification based on Spectral and Textural Features Using Stratified Samples. Remote Sensing Technology and Application, 29(2), 315-323. (CSCD)

[7] Yu, L., Liu Y., Peng Z., Liu M., Ren Y. (2013). A Modelling Framework for Estimating Road Segment Based On-Board Vehicle Emissions. IOP Conference Series: Earth and Environmental Science, Volume 17, 35th International Symposium on Remote Sensing of Environment (ISRSE35) , Beijing, China. (EI)

[8] Ren, Y., Liu, Y., Zhang, Y., Liu, Z., Liu, M. (2013). Highway Disaster Detection Method Based on Post-Disaster Remote Sensing Image Features. Journal of Natural Disasters, 2013,22(6):33-40. CSCD, EI

[9] Liu, M., Liu, Y., & Sun, G. (2012). Land Cover SVM Classification using ALOS Image Based on Textural Features. In Shan, J. & Zhang, J. (Eds.), Proceeding of the 18th China Symposium on Remote Sensing (pp. 923-929).

[10] Sun, G., Ren, Y., Liu, M., Liu, Z., & Liu, Y. (2012). SVM Classification for Sensitive Parcels in Highway Route Selecting Based on ALOS Image Combining NDVI. Advanced Materials Research, Vols.518-523, 5623-5626. (EI)

[11] Xu, Q., Sun, G., Liu, M., & Liu, Y. (2012). Landscape Pattern Analysis of Highway Route Corridor Zone Based on Remote Sensing. In Shan, J. & Zhang, J. (Eds.), Proceedings of the 18th China Symposium on Remote Sensing (pp. 1032-1039).