Papers on Decision-theoretic Rough Sets (DTRS) and Probabilistic Rough Sets (PRS)

Most Recent Papers

• Yao, Y.Y. and Zhou, B., Two Bayesian approaches to rough sets, European Journal of Operational Research 251, 904-917, 2016.
• Yao, Y.Y., Greco, S., Slowinski, R., Probabilistic Rough Sets, in: Janusz Kacprzyk and Witold Pedrycz (Eds.), Springer Handbook of Computational Intelligence, pp. 387-411, 2015.

Three-way Decisions with DTRS

• Yao, Y.Y. Three-way decisions with probabilistic rough sets, Information Sciences 180(3): 341-353, 2010.
• Yao, Y.Y. The superiority of three-way decisions in probabilistic rough set models, Information Sciences 181(6): 1080-1096, 2011.
• Yao, Y.Y., X.F. Deng, Sequential three-way decisions with probabilistic rough sets, Proceedings of the 10th IEEE International Conference on Cognitive Informatics & Cognitive Computing (ICCI*CC'11), pp. 120-125, 2011.
• Yao, Y.Y. Two semantic issues in a probabilistic rough set model, Fundamenta Informaticae 108(3-4): 249-265, 2011.
• Yao, Y.Y. and Bing Zhou, Naive Bayesian rough sets, Proceedings of RSKT 2010, LNCS(LNAI) 6401, pp. 719-726, 2010.
• Yao, Y.Y., Zhou, B. and Luo, J.G., A Three-way decision approach to email spam filtering, Proceedings of the 23rd Canadian Conference on Artificial Intelligence, LNCS(LNAI) 6085, pp. 28-39, 2010.

Basic Formulation of DTRSM

• Yao, Y.Y., Probabilistic rough set approximations, International Journal of Approximate Reasoning 49(2): 255-271, 2008.
• Yao, Y.Y., Probabilistic approaches to rough sets, Expert Systems 20(5): 287-297, 2003.


• Yao, Y.Y., Decision-theoretic rough set models, Rough Sets and Knowledge Technology, Second International Conference, RSKT 2007, Proceedings, LNCS(LNAI) 4481, pp. 1-12, 2007.
• Yao, Y.Y. Decision-theoretic rough set model (DTRSM), Computer Science (Ji Suan Ji Ke Xue) 35(8A): 7-8, 2008.


• Yao, Y.Y. and Wong, S.K.M. A decision theoretic framework for approximating concepts, International Journal of Man-machine Studies 37(6): 793-809, 1992.
• Yao, Y.Y., Wong, S.K.M., and Lingras, P., A decision-theoretic rough set model, Methodologies for Intelligent Systems, 5 -- Proceedings of the 5th International Symposium on Methodologies for Intelligent Systems, Knoxville, Tennessee, USA, October 25-27, 1990, Ras, Z.W., Zemankova., M., and Emrichm M.L. (Eds.), New York: North-Holland, pp. 17-25.

Reduct Construction and Rule Induction Using DTRSM

• Yao, Y.Y. and Zhao, Y., Attribute reduction in decision-theoretic rough set models, Information Sciences 178(17): 3356-3373, 2008.

Additional Papers

• Yao, Y.Y., Information granulation and approximation in a decision-theoretic model of rough sets, in: Rough-neuro Computing: a Way to Computing with Words, Polkowski, L., Pal, S.K., and Skowron, A. (Eds), Springer, Berlin, pp. 491-518, 2003.
• Yao, Y.Y., Wong, S.K.M., and Lin, T.Y., A review of rough set models, in: Rough Sets and Data Mining: Analysis for Imprecise Data, Lin, T.Y. and Cercone, N. (Eds.), Kluwer Academic Publishers, Boston, pp. 47-75, 1997.

中文论文 (Chinese Papers)

• 于洪, 王国胤, 姚一豫, 决策粗糙集理论研究现状与展望 , 《计算机学报》2015年第8期, pp. 1628-1639.
  (Yu, H., Wang, G.Y., Yao, Y.Y., Current research and future perspectives on decision-theoretic rough sets, Chinese Journal of Computers, vol. 38, no. 8, pp. 1628-1639, 2015.)
• 姚一豫, 决策粗糙集研究探讨. 李 华 雄 , 周 献中 , 李 天瑞 , 王 国胤 , 苗 夺 谦 , 姚 一豫 （ 编著），《决策粗糙集理论及其研究进展》， 科学出版社 , 北京 , 2011, 155-178.
  (Yao, Y.Y., Notes on decision-theoretic rough sets, in: Li, H.X., Zhou, X.Z., Li, T.R., Wang, G.Y., Miao, D.Q., and Yao, Y.Y. (Eds.), Decision-Theoretic Rough Set Theory and Recent Progress, Science Press, Beijing, China, pp. 155-178, 2011.) ( Scanned copy)