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梁吉业 (教授)
出生年月:1962-01
最终学历:博士研究生
最终学位:博士
研究方向:智能计算、数据挖掘、智能决策
研究生导师:博士生导师
电子邮箱:ljy@sxu.edu.cn
联系电话:0351-7018176
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个人简介
博士,教授,博士生导师。太原师范学院院长,山西大学计算智能与中文信息处理教育部重点实验室主任,教育部计算机类专业教学指导委员会委员,中国计算机学会理事,中国计算机学会大数据专家委员会委员,中国人工智能学会粗糙集与软计算专业委员会副主任委员,山西省计算机学会理事长,山西省2011协同创新基地(面向信息化的大数据分析与处理)主任,享受国务院政府特殊津贴专家,担任国际学术期刊《International Journal of Computer Science and Knowledge Engineering》与国内学术期刊《计算机研究与发展》编委。曾获山西省五一劳动奖章,入选山西省“新世纪学术技术带头人 333 人才工程”。 2001年西安交通大学信息与系统科学研究所获博士学位,2002年10月至2004年10月在中国科学院计算技术研究所做博士后。曾多次赴美国、德国、日本、瑞典、香港等国家和地区进行学术访问与合作研究。 梁吉业教授先后主持国家863计划项目2项,国家自然科学基金项目6项(其中重点项目2项),国家973计划前期研究专项1项,教育部博士点专项基金项目2项。主要研究领域为:计算智能、数据挖掘、智能决策。先后在《Artificial Intelligence》、《IEEE Transactions on Pattern Analysis and Machine Intelligence》、《Data Mining and Knowledge Discovery》、《IEEE Transactions on Knowledge and Data Engineering 》、《Neural Networks》、《IEEE Transactions on Systems, Man and Cybernetics-Part A》、《Pattern Recognition》、《IEEE Transactions on Fuzzy Systems》、《Information Sciences》、《中国科学》、《计算机学报》等国际国内重要学术刊物上发表论文170余篇,其中SCI收录70余篇;在科学出版社出版著作2部;获发明专利8项。主持完成的“基于计算智能的数据挖掘理论与方法研究”获 2006 年度山西省科学技术奖(自然科学类)一等奖,主持研发的“智能电子板书写系统”于 2004 年获第五届中国国际发明展览会金奖,第六届中国国际高新技术成果交易会优秀产品奖。
发表论文
1. 李茹, 王智强, 李双红, 梁吉业. 基于框架语义分析的汉语句子相似度计算, 计算机研究与发展. 50(8):1728-1736, 2013-08.
2. Liang BAI, Jiye LIANG, Chuangyin DANG, Fuyuan CAO. A novel fuzzy clustering algorithm with between-cluster information for categorical data, Fuzzy Sets and Systems. 215:55-73, 2013-03.
3. Wei WEI, Jiye LIANG, Junhong WANG, Yuhua QIAN. Decision-relative discernibility matrixes in the sense of entropies, International Journal of General Systems. 0(0):1-19, 2013-01.
4. Feng WANG, Jiye LIANG, Chuangyin DANG. Attribute reduction for dynamic data sets, Applied Soft Computing. 13:676-689, 2013.
5. 白雪飞, 王文剑, 梁吉业. 基于区域显著性的活动轮廓分割模型, 计算机研究与发展. 49(12):2686-2695, 2012-12.
6. Jiye LIANG, Feng WANG, Chuangyin DANG, Yuhua QIAN. An efficient rough feature selection algorithm with a multi-granulation view, International Journal of Approximate Reasoning. 53(6):912-926, 2012-09.
7. Jiye LIANG, Xingwang ZHAO, Deyu LI, Fuyuan CAO, Chuangyin DANG. Determining the number of clusters using information entropy for mixed data, Pattern Recognition. 45(6):2251-2265, 2012-06.
8. Jifang PANG, Jiye LIANG. Evaluation of the results of multi-attribute group decision-making with linguistic information, Omega. 40(3):294-301, 2012-06.
9. Wei WEI, Jiye LIANG, Yuhua QIAN. A comparative study of rough sets for hybrid data, Information Sciences. 190:1-16, 2012-05.
10. Jiye LIANG, Ru LI, Yuhua QIAN. Distance: A more comprehensible perspective for measures in rough set theory, Knowledge-Based Systems. 27:126-136, 2012-04.
11. Peng SONG, Jiye LIANG, Yuhua QIAN. A two-grade approach to ranking interval data, Knowledge-Based Systems. 27:234-244, 2012-03.
12. Fuyuan CAO, Jiye LIANG, Deyu LI, Liang BAI, Chuangyin DANG. A dissimilarity measure for the k-Modes clustering algorithm, Knowledge-Based Systems. 26:120–127, 2012-02.
13. Liang BAI, Jiye LIANG, Chuangyin DANG, Fuyuan CAO. A novel attribute weighting algorithm for clustering high-dimensional categorical data, Pattern Recognition. 44(12):2843–2861, 2011-12.
14. Liang BAI, Jiye LIANG, Chuangyin DANG. An initialization method to simultaneously find initial cluster centers and the number of clusters for clustering categorical data, Knowledge-Based Systems. 24(6):785–795, 2011-08.
15. Yuhua QIAN, Jiye LIANG, Witold Pedrycz, Chuangyin DANG. An efficient accelerator for attribute reduction from incomplete data in rough set framework, Pattern Recognition. 44(8):1658-1670, 2011-08.
16. Yuhua QIAN, Jiye LIANG, Weizhi WU, Chuangyin DANG. Information Granularity in Fuzzy Binary GrC Model, IEEE Transactions on Fuzzy Systems. 19(2):253-264, 2011-04.
17. Fuyuan CAO, Jiye LIANG. A data labeling method for clustering categorical data, Expert Systems with Applications. 38(3):2381-2385, 2011-03.
18. 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. 34(3):435-442, 2011-03.
19. Xiaofang GAO, Jiye LIANG. The dynamical neighborhood selection based on the sampling density and manifold curvature for isometric data embedding, Pattern Recognition Letters. 32(2):202-209, 2011-01.
20. Fuyuan CAO, Jiye LIANG, Liang BAI, Xingwang ZHAO, Chuangyin DANG. A Framework for Clustering Categorical Time-Evolving Data, IEEE Transactions on Fuzzy Systems. 18(5):872-882, 2010-10.
21. 梁吉业, 白亮, 曹付元. 基于新的距离度量的k-modes聚类算法, 计算机研究与发展. 47(10):1749-1755, 2010-10.
22. Yuhua QIAN, Jiye LIANG, Witold Pedrycz, Chuangyin DANG. Positive approximation: an accelerator for attribute reduction in rough set theory, Artificial Intelligence. 174(9-10):597-618, 2010-09.
23. 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. 39(8):813-838, 2010-07.
24. Yuhua QIAN, Jiye LIANG, Deyu LI, Feng WANG, Nannan MA. Approximation reduction in inconsistent incomplete decision tables, Knowledge-Based Systems. 23(5):427-433, 2010-06.
25. Yuhua QIAN, Jiye LIANG, Chuangyin DANG. Incomplete multigranulation rough set, IEEE Transactions on Systems, and Cybernetics-Part A: Systems and humans. 40(2):420-431, 2010-03.
26. Yuhua QIAN, Jiye LIANG, Yiyu YAO, Chuangyin DANG. MGRS: A multi-granulation rough set, Information Sciences. 180(6):949-970, 2010-03.
27. Yuhua QIAN, Jiye LIANG, Peng SONG, Chuangyin DANG. On dominance relations in disjunctive set-valued ordered information systems, International journal of information technology & decision making. 9(1):9-33, 2010-01.
28. Yuhua QIAN, Jiye LIANG, Feng WANG. A new method for measuring the uncertainty in incomplete information systems, International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems. 17(6):855-880, 2009-12.
29. 张剑妹, 陶世群, 梁吉业. XML结构完整性约束下的路径表达式的最小化, 软件学报. 20(11):2977-2987, 2009-11.
30. 宋鹏, 梁吉业, 曹付元. 基于邻域粗糙集的企业财务危机预警指标选择, 经济管理. 31(9):130-136, 2009-08.
31. Fuyuan CAO, Jiye LIANG, Guang JIANG. An initialization method for the K-Means algorithm using neighborhood model, Computers and Mathematics with Applications. 58(3):474-483, 2009-08.
32. Yuhua QIAN, Chuangyin DANG, Jiye LIANG, Dawei TANG. Set-valued ordered information systems, Information Sciences. 179(16):2809-2832, 2009-07.
33. Fuyuan CAO, Jiye LIANG, Liang BAI. A new initialization method for categorical data clustering, Expert Systems with Applications. 36(7):10223-10228, 2009-06.
34. Jianmei ZHANG, Shiqun TAO, Jiye LIANG. Logical Implication of Structural Integrity Constraints for XML, Chinese Journal of Electronics. 18(2):243-248, 2009-04.
35. Yuhua QIAN, Jiye LIANG, Chuangyin DANG. Knowledge structure, knowledge granulation and knowledge distance in a knowledge base, International Journal of Approximate Reasoning. 50(1):174-188, 2009-01.
36. Jiye LIANG, Junhong WANG, Yuhua QIAN. A new measure of uncertainty based on knowledge granulation for rough sets, Information Sciences. 179(4):458-470, 2009-01.
37. Yuhua QIAN, Jiye LIANG, Chuangyin DANG. Interval ordered information systems, Computers and Mathematics with Applications. 56:1994-2009, 2008-10.
38. Yuhua QIAN, Jiye LIANG, Chuangyin DANG. Consistency measure, inclusion degree and fuzzy measure in decision tables, Fuzzy Sets and Systems. 159(18):2353-2377, 2008-09.
39. Jiye LIANG, Yuhua QIAN. Information granules and entropy theory in information systems, Science in China Series F: Information Sciences. 51(9):1-18, 2008-09.
40. Yuhua QIAN, Chuangyin DANG, Jiye LIANG, Haiyun ZHANG, Jianmin MA. On the evaluation of the decision performance of an incomplete decision table, Data and Knowledge Engineering. 65(3):373-400, 2008-06.
41. Junhong WANG, Jiye LIANG, Yuhua QIAN, Chuangyin DANG. Uncertainty measure of rough sets based on a knowledge granulation for incomplete information systems, International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems. 16(2):233-244, 2008-04.
42. Yuhua QIAN, Jiye LIANG, Chuangyin DANG. Converse approximation and rule extraction from decision tables in rough set theory, Computers and Mathematics with Applications. 55(8):1754-1765, 2008-04.
43. Yuhua QIAN, Jiye LIANG. Combination entropy and combination granulation in rough set theory, International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems. 16(2):179-193, 2008-04.
44. Yuhua QIAN, Jiye LIANG, Chuangyin DANG, Feng WANG. Consistency and Fuzziness in Ordered Decision Tables, Lecture Notes in Artificial Intelligence. 63-71, 2008-03.
45. Yuhua QIAN, Jiye LIANG, Deyu LI, Haiyun ZHANG, Chuangyin DANG. Measures for evaluating the decision performance of a decision table in rough set theory, Information Sciences. 178(1):181–202, 2008-01.
46. Yuhua QIAN, Jiye LIANG, Xia ZHANG, Chuangyin DANG. Rough Set Approach Under Dynamic Granulation in Incomplete Information Systems, Lecture Notes in Artificial Intelligence. 4827:1-8, 2007-10.
47. Yuhua QIAN, Jiye LIANG. Evaluation Method for Decision Rule Sets, Lecture Notes in Artificial Intelligence. 4482:272–279, 2007-10.
48. 曲开社, 翟岩慧, 梁吉业, 李德玉. 形式概念分析对粗糙集理论的表示及扩展, 软件学报. 18(9):2174-2182, 2007-09.
49. Kaishe QU, Yanhui ZHAI, Jiye LIANG, Min CHEN. Study of Decision Implications Based on Formal Concept Analysis, International Journal of General Systems. 36(2):147-156, 2007-04.
50. Jiye LIANG, Yuhua QIAN. Axiomatic approach of knowledge granulation in information system, Lecture Notes in Artificial Intelligence. 4304:1074-1078, 2006-12.
51. Jiye LIANG, Zhongzhi SHI, Deyu LI, M. J. Wierman. Information entropy, rough entropy and knowledge granulation in incomplete information systems, International Journal of General Systems. 35(6):641-654, 2006-11.
52. Yuhua QIAN, Jiye LIANG. Combination entropy and combination granulation in incomplete information system, Lecture Notes in Artificial Intelligence. 4062:184-190, 2006-07.
53. Jiye LIANG, Yuhua QIAN, Chengyuan CHU, Deyu LI, Junhong WANG. Rough Set Approximation Based on Dynamic Granulation, Lecture Notes in Computer Science. 3641:701-708, 2005-08.
54. 梁吉业, 王俊红. 基于概念格的规则产生集挖掘算法, 计算机研究与发展. 41(8):1339-1344, 2004-08.
55. Jiye LIANG, Zhongzhi SHI. The information entropy, rough entropy and knowledge granulation in rough set theory, International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems. 12(1):37-46, 2004-05.
56. 曹飞龙, 徐宗本, 梁吉业. 多项式函数的神经网络逼近:网络的构造与逼近算法, 计算机学报. 26(8):906-910, 2003-10.
57. K. S. Chin, Jiye LIANG, Chuangyin DANG. Rough set data analysis algorithms for incomplete information systems, Lecture Notes in Artificial Intelligence. 2639:264-268, 2003-09.
58. Jiye LIANG, Deyu LI. Applications of inclusion degree in rough set theory, International Journal of Computational Cognition. 1(2):67-78, 2003-06.
59. Jiye LIANG, K. S. Chin, Chuangyin DANG, Richard C. M. Yam. A new method for measuring uncertainty and fuzziness in rough set theory, International Journal of General Systems. 31(4):331-342, 2002-08.
60. Jiye LIANG, Zongben XU. The algorithm on knowledge reduction in incomplete information systems, International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems. 10(1):95-103, 2002-01.
主持或参与项目
1. 智能数据分析应用平台, 山西省科技基础条件平台建设项目, 2012.01-2014.12, 主持人
2. 面向企业的智能数据分析系统, 山西省科技攻关计划, 2011.01-2013.12, 主持人
3. 基于粒计算的符号数据分析方法研究, 高等学校博士学科点专项科研基金, 2011.01-2013.12, 主持人
4. 高维复杂数据分析理论及其在投资决策中的应用, 国家自然科学基金重点项目, 2011.01-2014.12, 主持人
5. 基于认知机理的高维复杂数据建模理论与方法, 973计划前期研究专项, 2011.01-2012.12, 主持人
6. 面向高维复杂数据的粒度计算理论与方法研究, 国家863计划, 2010.02-2013.04, 主持人
7. 非结构化数据的数学建模与机器学习, 横向科研项目, 2010.01-2011.12, 主持人
8. 面向复杂数据的粗糙集多属性/多准则决策分析研究, 国家自然科学基金, 2010.01-2012.12, 主持人
9. 复杂信息系统的粒度结构与知识获取研究, 国家自然科学基金, 2008.01-2010.12, 主持人
10. 面向高维复杂数据的粒度计算理论与算法研究, 国家高技术研究发展计划, 2007.10-2010.10, 主持人
11. 山西省高等学校优秀创新团队, 山西省教育厅专项, 2006.04-2008.12, 主持人
12. 计算机学科研究生创新能力培养模式的探索与实践, 山西省教育厅, 2006.01-2008.01, 主持人
13. 计算机学科研究型人才培养的途径与探索, 山西省教育厅, 2005.01-2007.01, 主持人
14. 基于软计算技术的不确定性决策方法研究, 国家自然科学基金, 2005.01-2007.12, 主持人
15. 专家系统及计算机软硬件系统评价技术研究, 国家高技术研究发展计划, 2004.10-2005.12, 主持人
16. 粗糙集理论中的不确定性、模糊性与知识获取, 国家自然科学基金, 2003.01-2005.12, 主持人
17. 基于粗糙集理论的智能数据分析方法与技术研究, 山西省自然科学基金, 2003.01-2005.12, 主持人
18. 电子板书计算机交互系统, 山西省高校科技开发项目, 2002.09-2004.09, 主持人
19. 一种LED铁路信号灯光源, 山西省专利推广项目计划, 2010.05-2011.05, 参与者
20. 计算机学科交叉领域研究生的创新培养模式与实现, 山西省教育厅, 2009.01-2009.12, 参与者
21. 山西省煤矿智能监测系统, 横向科研项目, 2005.03-2006.12, 参与者
22. 培养计算机创新人才的三阶段教学法, 山西省教育厅, 2005.01-2007.01, 参与者
23. 基于粗糙模糊技术的中文文本数据挖掘研究, 山西省回国留学人员科研项目, 2003.12-2004.12, 参与者
24. 温度湿度微功耗智能测量记录仪, 山西省科技攻关计划, 2003.12-2004.12, 参与者