博士,副教授,硕士生导师,研究方向为数据挖掘、粒度计算与机器学习。近年来,主持 1 项国家自然科学基金和 1 项山西省高校科技创新项目,并参与了多项国家自然科学基金项目。主要研究领域为机器学习、粒度计算、特征选择以及半监督学习。2010年受香港城市大学系统工程与工程管理系C.Y. Dang教授的邀请,赴香港城市大学进行了为期5个月的学术合作研究。先后在《IEEE Transaction on Knowledge and Data Engineering》、 《Knowledge-Based Systems》、 《International Journal of Approximate Reasoning》 《Applied Soft Computing》、《Neurocomputing》和《计算机学报》等国际国内重要学术期刊上发表论文10余篇。
国家自然科学基金青年项目(No.61402272):面向大数据的半监督粗糙特征选择高效算法研究,(主持人);
山西省山西大学研究生优秀创新支持项目(No. 20093037),基于粗糙集理论的混合数据高效特征选择,(主持人);
国家自然科学基金青年项目(No.61303008):混合数据多粒度粗糙计算模型与算法研究,(参与);
国家自然科学基金青年项目(No.71301090):基于多粒度粗糙集的风险投资项目选择决策分析研究,(参与);
[1]Feng Wang,Jiye Liang. An efficient feature selection algorithm for hybrid data, Neurocomputing, 2016, 193:33–41.点击阅览
[2]Jiye Liang,Feng Wang,Chuangyin Dang,Yuhua Qian. A group incremental approach to feature selection applying rough set technique, IEEE Transactions on Knowledge and Data Engineering, 2014, 26(2):294 - 308.点击阅览
[3]Yuhua Qian,Shunyong Li,Jiye Liang,Zhongzhi Shi,Feng Wang. Pessimistic rough set based decisions: A multigranulation fusion strategy, Information Sciences, 2014, 264:196–210.点击阅览
[4]Feng Wang,Jiye Liang,Yuhua Qian. Attribute reduction: A dimension incremental strategy, Knowledge-Based Systems, 2013, 39:95-108.点击阅览
[5]Feng Wang,Jiye Liang,Chuangyin Dang. Attribute reduction for dynamic data sets, Applied Soft Computing, 2013, 13(1):676-689.点击阅览
[6]Jiye Liang,Junrong Mi,Wei Wei,Feng Wang. An accelerator for attribute reduction based on perspective of objects and attributes, Knowledge-Based Systems, 2013, 44:90–100.点击阅览
[7]Jiye Liang,Feng Wang,Chuangyin Dang,Yuhua Qian. An efficient rough feature selection algorithm with a multi-granulation view, International Journal of Approximate Reasoning, 2012, 53:912-926.点击阅览
[8]钱宇华,梁吉业,王锋. 面向非完备决策表的正向近似特征选择加速算法, 计算机学报, 2011, 34(3):435-442.点击阅览
[9]Yuhua Qian,Jiye Liang,Deyu Li,Feng Wang,Nannan Ma. Approximation reduction in inconsistent incomplete decision tables, Knowledge-Based Systems, 2010, 23(5):427-433.点击阅览
[10]Wei Wei,Jiye Liang,Yuhua Qian,Feng Wang,Chuangyin Dang. Comparative study of decision performance of decision tables induced by attribute reductions, International Journal of General Systems, 2010, 39(8):813-838.点击阅览
[11]Hongxing Chen,Yuhua Qian,Jiye Liang,Wei Wei,Feng Wang. A time-reduction stratejy to feature selection in rough set theory,, Lecture Notes in Computer Science, 2009, 2009:111-119.
[12]Yuhua Qian,Chuangyin Dang,Jiye Liang,Feng Wang,Wei Xu. Knowledge distance in information systems, Journal of System Science and System Engineering, 2007, 16(4):434-449. 点击阅览