Research Interests:Decision Analytics, Machine Learning, Big Data Analytics and Applications
Education experience:
2007.9-2011.6 Xi'an Jiaotong University Industrial Engineering Bachelor
2011.9-2016.6 Xi'an Jiaotong University Management Science and Engineering Master/ Ph.D.
2014.9-2015.9 University of Pittsburgh, USA Katz School of Business Advancing Scholars
Working experience:
2016.7-2018.7 Xi'an Jiaotong University Assistant Professor
2018.11-2018.12 Technical University of Poznan, Poland Visiting Scholar
2018.8-Present Xi'an Jiaotong University Associate Professor
Honors and Awards:
[1] National Scholarship for Doctoral Students 2014, 2015.
[2] Xi'an Jiaotong University Outstanding Doctoral Thesis, 2018.
[3] Shaanxi University Science and Technology Awards, First Prize in Soft Science, 2019.
[4] Xi'an Jiaotong University Outstanding Class Director, 2019.
Teaching courses
Data Mining and Knowledge Discovery
Information Systems Management Research
Information Management
Academic Publications:
[1] Mengzhuo Guo, Xiuwu Liao*, Jiapeng Liu, Qingpeng Zhang. Consumer preference analysis: a data-driven multiple criteria approach integrating online information. Omega, 2019, accepted.
[2] Jiapeng Liu*, Xiuwu Liao, Miłosz Kadziński, Roman Słowiński. Preference disaggregation within the regularization framework for sorting problems with multiple potentially non-monotonic criteria. European Journal of Operational Research, 2019, 276(3), 1071-1089.
[3] Mengzhuo Guo, Xiuwu Liao*, Jiapeng Liu. A progressive sorting approach for multiple criteria decision aiding in the presence of non-monotonic preferences. Expert Systems with Applications, 2019, 123, 1-17.
[4] Jiapeng Liu*, Xiuwu Liao, Wei Huang, Xianzhao Liao. Market segmentation: A multiple criteria approach combining preference analysis and segmentation decision. Omega, 2019, 83, 1-13.
[5] Jiapeng Liu*, Xiuwu Liao, Wei Huang, Jian-bo Yang. A new decision-making approach for multiple criteria sorting with an imbalanced set of assignment examples. European Journal of Operational Research, 2018, 265(2), 598-620.
[6] Qian Liang, Xiuwu Liao*, Jiapeng Liu. A social ties-based approach for group decision-making problems with incomplete additive preference relations. Knowledge-based Systems, 2017, 119: 68-86.
[7] Jiapeng Liu, Xiuwu Liao*, Wenhong Zhao, Na Yang. A classification approach based on the outranking model for multiple criteria ABC analysis. Omega, 2016, 61: 19-34.
[8] Jiapeng Liu, Xiuwu Liao*, Jian-bo Yang. A group decision-making approach based on evidential reasoning for multiple criteria sorting problem with uncertainty. European Journal of Operational Research, 2015, 246(3): 858-873.
[9] 刘佳鹏, 廖貅武, 蔡付龄. 基于案例比较信息的多准则群决策分类方法, 系统工程理论与实践, 2014, 34(4): 971-980.(In Chinese)
[10] 刘佳鹏, 廖貅武, 杨娜. 基于模糊偏好关系的多准则群决策分类方法,系统工程学报, 2014, 29(1): 8-20. (In Chinese)
Academic Projects
1. Multi-criteria classification method based on MapReduce, National Natural Science Foundation for Young Scholars, PI.
2. A multi-criteria classification method based on general form utility function, General project funded by the 62nd China Postdoctoral Science Foundation Grant, PI.
3. Value generation and value distribution in social e-business driven by big data, National Natural Science Foundation of China, Participation.
4. Smart Health Management: A Macro-Micro Public Exercise Behavior Analysis and Enhancement Based on Massive Multi-source Mobile Data, National Natural Science Foundation of China, Participation.
5. Customer relationship and marketing channel management based on new generation interaction technology in network environment, National Natural Science Foundation of China, Participation.
6. Multi-criteria group decision classification method and its application, National Natural Science Foundation of China, Participation.
7. The Strategy of Retail Industry Transformation and Upgrading to Omnichannel O2O Model under the Background of "Internet+": The Implementation of BOPS and Offline Showroom, National Natural Science Foundation of China, Participation.