Nationality

Chinese

Academic Post

Professor

RPh.D. Supervisor RMaster’s Supervisor

Academic Qualification

PhD

Graduation School

Southwest   Jiaotong University

Academic Engagement

(Representative)

Publications

[1] Dun Liu. The Effectiveness of Three-Way   Classification with Interpretable Perspective. Information Sciences, 2021,   567: 237-255.

[2] Jiubing Liu, Huaxiong Li, Bing Huang, Yu Liu,   Dun Liu. Convex Combination-based Consensus Analysis for Intuitionistic Fuzzy   Three-way Group Decision. Information Sciences, 2021, 574: 542-566.

[3] Tianxing Wang, Huaxiong Li, Xianzhong Zhou,   Liu Dun Liu, Bing Huang. Three-way Decision Based on Third-generation   Prospect Theory with Z-Numbers. Information Sciences, 2021, 569: 13-38.

[4] Xiaoqing Ye, Dun Liu. An Interpretable   Sequential Three-way Recommendation Based on Collaborative Topic Regression.   Expert Systems with Applications, 2021, 168(2): 114454.

[5] Xin Yang, Dun Liu, Xibei Yang, et al.   Incremental Fuzzy Probability Decision-theoretic Approaches to Dynamic   Three-way Approximations. Information Sciences, 2021, 550: 71-90.

[6] Yan Chen, Pingxin Wang, Xibei Yang, Jusheng   Mi, Dun Liu. Granular Ball Guided Selector for Attribute Reduction.   Knowledge-based Systems, 2021, 229: 107326.

[7] Yinfeng Du, Dun Liu. An Integrated Method for   Multi-Granular Probabilistic Linguistic Multiple Attribute Decision-making   with Prospect Theory. Computers&Industrial Engineering, 2021, 159:   107500.

[8] Yingfei Du, Dun Liu. A Novel Approach for   Probabilistic Linguistic Multiple Attribute Decision Making Based on Dual   Muirhead Mean Operators And VIKOR. International Journal of Fuzzy Systems,   2021, 23(1): 243-261.

[9] Yingfei Du, Dun Liu. A Novel Approach to   Relative Importance Ratings of Customer Requirements in QFD Based on   Probabilistic Linguistic Preferences. Fuzzy Optimization and Decision Making,   2021, 20(3): 365-395.

[10] Liu Dun, Song Huiling, Nie Jiajia. A Research   on the Pricing Strategy and Channel Selection of Online Retailers with Effort   Level. Industrial Engineering, 2021, 24(01): 1-9+18.

[11] Liu Dun. Three-way Decision: The Perspective   of Management Researches. Journal of Northwestern University (Natural Science   Edition), 2021, 51(04): 516-527.

[12] Wang Qin, Liu Dun. Sequential Three-way   Sentiment Classification Combined with Ensemble Learning. Computer   Engineering and Applications, 2021, 57(23): 211-218.

[13] Zhang Lu, Liu Dun, Yang Xin. Novel Wrapper   Feature Selection Method with Sequential Three-way Classifier. Small and   Microcomputer Systems, 2021, 42(08): 1675-1682.

[14] Decui Liang, Mingwei Wang, Zeshui Xu, Dun   Liu. Risk Appetite Dual Hesitant Fuzzy Three-way Decisions with TODIM.   Information Sciences, 2020, 507: 585-605.

[15] Dun Liu, Tianrui Li, Decui Liang. An   Integrated Approach Towards Modeling Ranked Weights. Computers&Industrial   Engineering, 2020, 147: 106629.

[16] Dun Liu, Xiaoqing Ye. A Matrix Factorization   Based Dynamic Granularity Recommendation with Three-way Decisions.   Knowledge-based Systems, 2020, 191: 105243.

[17] Dun Liu, Xin Yang, Tianrui Li. Three-way   Decisions: Beyond Rough Sets and Granular Computing. International Journal of   Machine Learning and Cybernetics, 2020, 11(5): 989-1002.

[18] Keyu Liu, Xibei Yang, Hualong Yu, Hamido   Fujita, Xiangjian Chen, Dun Liu. Supervised Information Granulation Strategy   for Attribute Reduction. International Journal of Machine Learning and   Cybernetics, 2020, 11(9): 2149-2163.

[19] Xiansheng Rao, Xibei Yang, Xin Yang,   Xiangjian Chen, Dun Liu, Yuhua Qian. Quickly Calculating Reduct: An Attribute   Relationship Based Approach. Knowledge-based Systems, 2020, 200: 106014.

[20] Xin Yang, Tianrui Li, Dun Liu, et al. A   Multilevel Neighborhood Sequential Decision Approach of Three-way Granular   Computing. Information Sciences, 2020, 538: 119-141.

[21] Xin Yang, Yingying Zhang, Hamido Fujita, Dun   Liu, Tianrui Li. Local Temporal-spatial Multi-granularity Learning for   Sequential Three-way Granular Computing. Information Sciences, 2020, 541:   75-97.

[22] Fan Qin, Liu Dun, Ye Xiaoqing. Cost-sensitive   Text Sentiment Analysis Based on Sequential Three-way Decision. Pattern   Recognition and Artificial Intelligence, 2020, 33(08): 732-742.

[23] Liu Dun, Song Huiling, Nie Jiajia. Give up   the National Brand? ——A Game Analysis Between Supplier Encroachment and Store   Brand Introduction. Industrial Engineering, 2020, 23(01): 35-43+58.

[24] Yang Xin, Liu Dun, Li Qiuke, et al.   Sequential Three-way Sentiment Analysis Based on Temporal-Spatial   Multi-granularity. Pattern Recognition and Artificial Intelligence, 2020, 33(08):   743-752.

[25] Keyu Liu, Xibei Yang, Hamido Fujita, Dun Liu.   An Efficient Selector for Multi-granularity Attribute Reduction// Information   Sciences. 2019, 11103: 61-72.

[26] Min Wang, Yao Lin, Fan Min, Dun Liu.   Cost-sensitive Active Learning Through Statistical Methods. Information   Sciences, 2019, 501: 460-482.

[27] Xin Yang, Tianrui Li, Dun Liu, et al. A   Temporal-spatial Composite Sequential Approach of Three-way Granular   Computing. Information Sciences, 2019, 486: 171-189.

[28] XinYang, Tianrui Li, Hamido Fujita, Dun Liu.   A Sequential Three-way Approach to Multi-Class Decision. International   Journal of Approximate Reasoning, 2019, 104: 108-125.

[29] Xiuyi Jia, Zhao Deng, Fan Min, Dun Liu.   Three-way Decisions Based Feature Fusion for Chinese Irony Detection. International   Journal of Approximate Reasoning, 2019, 113: 324-335.

[30] Zehua Jiang, Xibei Yang, Hualong Yu, Dun Liu,   Pingxin Wang, Yuhua Qian. Accelerator for Multi-granularity Attribute   Reduction. Knowledge-based Systems, 2019, 177: 145-158.

[31] Liu Dun, Li Tianrui, Liang Decui. Temporality   and Spatiality of Three-way Decisions. Journal of Intelligent Systems, 2019,   14(06): 1111-1120.

[32] Liu Dun, Li Tianrui, Yang Xin, et al.   Three-way Decisions: Research Perspectives for Rough Sets and Granular   Computing. Journal of Intelligent Systems, 2019, 14(06): 1111-1120.

[33] Zhang Weiwei, Liu Dun, Jia Xiuyi. Three   Classified Coupon Prediction Based on XGBoost Algorithm. Journal of Nanjing   University of Aeronautics and Astronautics, 2019, 51 (05): 643-651.

[34] Decui Liang, Dun Liu, Wei Quan. Information   Aggregation of Hesitant Fuzzy Interval Sets for Multicriteria   Decision-making. Computing in Science&Engineering, 2018, 20(2): 38-51.

[35] Decui Liang, Zeshui Xu, Dun Liu, et al.   Method for Three-way Decisions Using Ideal TOPSIS Solutions at Pythagorean   Fuzzy Information. Information Sciences, 2018, 435: 282-295.

[36] Xin Yang, Ning Wang, Tianrui Li, Dun Liu,   Chuan Luo. Composite Sequential Three-way Decisions//International Joint   Conference on Rough Sets. Springer, Cham, 2018: 177-186.

[37] Chen Qinxia, Liu Dun, Liang Decui. Improved   AHP Approach Based on Rough Set Theory and Information Entropy. Computer   Science and Exploration, 2018, 12(03): 484-493.

[38] Yang Xin, Li Tianrui, Liu Dun, et al.   Generalized Sequential Three-way Decisions Approach Based on   Decision-theoretic Rough Sets. Computer Science, 2018, 45(10): 1-5+20.

[39] Ye Xiaoqing, Liu Dun, Liang Decui. Three-way   Granular Recommendation Algorithm Based on Collaborative Filtering. Computer   Science, 2018, 45(01): 90-96.

[40] Decui Liang, Witold Pedrycz, Dun Liu.   Determining Three-way Decisions with Decision-theoretic Rough Sets Using a   Relative Value Approach. IEEE Transactions on Systems, Man, and Cybernetics,   2017, 47(8): 1785-1799.

[41] Decui Liang, Zeshui Xu, Dun Liu. A New   Aggregation Method-based Error Analysis for Decision-theoretic Rough Sets and   Its Application in Hesitant Fuzzy Information Systems. IEEE Transactions on   Fuzzy Systems, 2017, 25(6): 1685-1697.

[42] Decui Liang, Zeshui Xu, Dun Liu. Three-way   Decisions Based on Decision-theoretic Rough Sets with Dual Hesitant Fuzzy   Information. Information Sciences, 2017, 396: 127-143.

[43] Decui Liang, Zeshui Xu, Dun Liu. Three-way   Decisions with Intuitionistic Fuzzy Decision-theoretic Rough Sets Based on   Point Operators. Information Sciences, 2017, 375: 183-201.

[44] Dun Liu, Decui Liang. Three-way Decisions in   Ordered Decision System. Knowledge-based Systems, 2017, 137: 182-195.

[45] Dun Liu, Decui Liang. Three-way Decisions   with DEA Approach//International Joint Conference on Rough Sets. Springer,   Cham, 2017: 226-237.

[46] Xin Yang, Tianrui Li, Dun Liu, et al. A   Unified Framework of Dynamic Three-way Probabilistic Rough Sets. Information   ences, 2017: 126-147.

[47] Xin Yang, Tianrui Li, Hamido Fujita, Dun Liu,   Yiyu Yao. A Unified Model of Sequential Three-way Decisions and Multilevel   Incremental Processing. Knowledge-based Systems, 2017, 134(15): 172-188.

Projects

[1] Based on Research on Cognitive Learning Model   and Knowledge Discovery Method Based on Granular Computing Theory. Sichuan   Provincial Science and Technology Department Project (Project No.:   Q111022S01003). January 2022-December 2024. Investigator.

[2] Dynamic Three-Way Decision-Making Method   Based on Multi-granularity Computing. National Key   Laboratory Project (Project No.: Q111021Q02001). January 2021-January   2023. Principle Investigator.

[3] Urban Knowledge Base Construction and   Semantic Collaborative Mining. National Program on Key Research Project   (Project No.: None). January 2020-November 2022. Investigator.

[4] Research on the Integration and Co-construction Model of Smart   Community and Smart Logistics in Chengdu. Chengdu Science and Technology   Bureau. January 2020-December 2020. Principle Investigator.

[5] Research   on the Theories and Methodologies of Dynamic Three-way Decisions Based on   Granular Computing. National Natural Science Foundation of China (Project   No.: 61876157). January 2019-December 2022. Principle   Investigator.

[6] Dynamic Three-Way Decision-Making Theory and   Method Based on Granular Computing. National Natural Science Foundation of   China General Program (Project No.: 2018G010054). January 2019-December 2022.   Principle Investigator.

[7] Research on the Mode and Method of the   Integration and Co-Construction of Smart Communities and Smart Logistics in   Chengdu. Chengdu Soft Science Project (Project No.: Q111020Q01004). July   2019-December 2020. Principle Investigator.

[8] Uncertain Three-Way Decision-Making Method   and Application Based on Granular Computing (Surface). Sichuan Provincial   Science and Technology Department Project (Project No.: 2017S17049). March   2017-March 2019. Investigator.

[9] Research   on Methodologies and Applications of Fuzzy Multi-category Three-way Decisions   Based on Decision Theoretic Rough Sets. National Natural Science Foundation   of China (Project No.: 71571148). January   2016-December 2019. Principle Investigator.

[10] Research on Model   and Methodology with Interval Decision-theoretic Rough Sets. National Natural   Science Foundation of China (Project No.: 71201133_). January 2013-December   2015. Principle Investigator.

[11] The Model and   Algorithm of Dynamic Muti-attribute Decision Making Based on Probabilistic   Rough Set Theory. The Doctoral Program of Higher Education of China (Project   No.: 20120184120028). January 2013-December 2015. Principal Investigator.

Books

[1] Three Branches of Decision Making and Big Data Analysis. Science Press,   2020.

[2] Three-way Decisions and Granular Computing. The Science Press, 2013.

Awards

[1] The Theory and   Method of Dynamic Multiple Attribute Decision Making Based on   Decision-Theoretic Rough Sets. Third Prize of Philosophy Social Sciences   Research Achievements of Sichuan Province, 2017.

[2] The Young Scholar Plan of   Southwest Jiaotong University. The Youth Talent Program of Southwest Jiaotong   University, 2015-2018.

Course Name

Undergraduate

Principle   of Data Structure

Master

Business Intelligence and Data Science