[1]蒋云良,赵克勤.集对分析在人工智能中的应用与进展[J].智能系统学报,2019,14(01):28-43.[doi:10.11992/tis.201803030]
 JIANG Yunliang,ZHAO Keqin.Application and development of set pair analysis in artificial intelligence: a survey[J].CAAI Transactions on Intelligent Systems,2019,14(01):28-43.[doi:10.11992/tis.201803030]
点击复制

集对分析在人工智能中的应用与进展(/HTML)
分享到:

《智能系统学报》[ISSN:1673-4785/CN:23-1538/TP]

卷:
第14卷
期数:
2019年01期
页码:
28-43
栏目:
出版日期:
2019-01-05

文章信息/Info

Title:
Application and development of set pair analysis in artificial intelligence: a survey
作者:
蒋云良1 赵克勤2
1. 湖州师范学院 信息工程学院, 浙江 湖州313000;
2. 诸暨市联系数学研究所, 浙江 诸暨311800
Author(s):
JIANG Yunliang1 ZHAO Keqin2
1. School of Information Engineering, Huzhou Normal University, Huzhou 313000, China;
2. Institution of Zhuji connection Mathematics, Zhuji 311800, China
关键词:
自然智能人工智能集对分析确定性计算不确定性分析
Keywords:
natural intelligenceartificial intelligenceset pair analysisdeterministic calculationuncertainty analysis
分类号:
TP311
DOI:
10.11992/tis.201803030
摘要:
人工智能是我国发展战略,集对分析从自主原创角度为人工智能提供一种基础性思路,具有重要意义。集对分析把确定的数学计算与不确定性系统分析有机结合,已在人工智能基础、模式识别、不确定性推理、智能决策、知识生态学、自然语言理解、专家系统、神经网络、智能工程、智能社会网络社区划分与演化等研究中得到应用。本文在概述集对分析的原理和联系数之后,综述集对分析在人工智能中的应用和进展,以期推动集对分析在人工智能中的进一步应用。
Abstract:
Artificial intelligence is a national development strategy in China. Set pair analysis (SPA) is a method that organically combines deterministic calculation with uncertainty systematic analysis, and has provided a very significant basic idea for artificial intelligence. Set pair analysis has been widely applied in fields such as artificial intelligence, pattern recognition, uncertainty reasoning, intelligent decision making, knowledge ecology, natural language understanding, expert system, neural network, intelligent engineering, and community division, as well as in the evolution of intelligent social network. In this paper, the principles of SPA and connection number are first outlined, and then the applications of SPA in artificial intelligence are summarized to promote further applications.

参考文献/References:

[1] 赵克勤. 集对与集对分析——一个新的概念和一种新的系统分析方法[C]. 全国系统理论与区域规划研讨会. 包头, 中国, 1989:8.
[2] 赵克勤. 集对分析及其初步应用[M]. 杭州:浙江科学技术出版社, 2000.
[3] 王文圣, 李跃清, 金菊良, 等. 水文水资源集对分析[M]. 北京:科学出版社, 2010.
[4] 刘保相. 粗糙集对分析理论与决策模型[M]. 北京:科学出版社, 2010.
[5] 沈定珠. 体育用联系数学[M]. 北京:中国教育文化出版社, 2007.
[6] 郭瑞林. 作物育种同异理论与方法[M]. 北京:中国农业科学技术出版社, 2011.
[7] 赵克勤, 赵森烽. 奇妙的联系数[M]. 北京:知识产权出版社, 2014.
[8] 刘秀梅, 赵克勤. 区间数决策集对分析[M]. 北京:科学出版社, 2014.
[9] 蒋云良, 赵克勤, 刘以安, 等. 信息处理集对分析[M]. 北京:清华大学出版社, 2015.
[10] 王万军, 晏燕. 不确定信息处理的集对分析研究与应用[M]. 兰州:兰州大学出版社, 2015.
[11] 汪明武, 金菊良, 周玉良. 集对分析耦合方法与应用[M]. 北京:科学出版社, 2014.
[12] 潘争伟, 吴成国, 金菊良. 水资源系统评价与预测的集对分析方法[M]. 北京:科学出版社, 2016.
[13] 李丽红, 杨亚锋, 李言, 等. 集对推理与决策[M]. 北京:清华大学出版社, 2016.
[14] 汪明武, 金菊良. 联系数理论与应用[M]. 北京:科学出版社, 2017.
[15] 蒋云良, 赵克勤. 人工智能集对分析[M]. 北京:科学出版社, 2017.
[16] 赵克勤, 米红. 非传统安全与集对分析[M]. 北京:知识产权出版社, 2010.
[17] 蒋云良, 徐从富. 集对分析理论及其应用研究进展[J]. 计算机科学, 2006, 33(1):205-209 JIANG Yunliang, XU Congfu. Advances in set pair analysis theory and its applications[J]. Computer science, 2006, 33(1):205-209
[18] 赵克勤. 集对分析的不确定性系统理论在AI中的应用[J]. 智能系统学报, 2006, 1(2):16-25 ZHAO Keqin. The application of uncertainty systems theory of set pair analysis (SPU) in the artificial intelligence[J]. CAAI transactions on intelligent systems, 2006, 1(2):16-25
[19] 赵克勤. 二元联系数A+Bi的理论基础与基本算法及在人工智能中的应用[J]. 智能系统学报, 2008, 3(6):476-486 ZHAO Keqin. The theoretical basis and basic algorithm of binary connection A+Bi and its application in AI[J]. CAAI transactions on intelligent systems, 2008, 3(6):476-486
[20] 赵克勤. 成对原理及其在集对分析(SPA)中的作用与意义[J]. 大自然探索, 1998, 17(4):90 ZHAO Keqin. The function and meaning of pair principle in the set pair analysis[J]. Exploeratioin nature, 1998, 17(4):90
[21] 赵克勤. SPA的同异反系统理论在人工智能研究中的应用[J]. 智能系统学报, 2007, 2(5):20-35 ZHAO Keqin. The application of SPA-based identical-discrepancy-contrary system theory in artificial intelligence research[J]. CAAI transactions on intelligent systems, 2007, 2(5):20-35
[22] 赵克勤. 偏联系数[M]//中国人工智能学会. 中国人工智能进展. 北京:北京邮电大学出版社, 2005:884-885.
[23] 赵克勤. 集对分析对不确定性的描述和处理[J]. 信息与控制, 1995, 24(3):162-166 ZHAO Keqin. Disposal and description of uncertain ties based on the set pair analysis[J]. Information and control, 1995, 24(3):162-166
[24] 赵克勤, 宣爱理. 集对论——一种新的不确定性理论方法与应用[J]. 系统工程, 1996, 14(1):18-23, 72 ZHAO Keqin, XUAN Aili. Set pair theory——a new theory method of non-define and its applications[J]. Systems engineering, 1996, 14(1):18-23, 72
[25] 蔡自兴, 徐光佑. 人工智能及其应用[M]. 4版. 北京:清华大学出版社, 2010.
[26] 钟义信. 高等人工智能原理—观念·方法·模型·理论[M]. 北京:科学出版社, 2014:1–452.
[27] 朱其秀. 集对分析用于人工智能研究的思考[J]. 绍兴文理学院学报, 1996, 16(4):113-118 ZHU Qixiu. Set pair annlysis for the study of artificial intelligence[J]. Journal of Shaoxing college of arts sciences, 1996, 16(4):113-118
[28] 周志华, 曹存根. 神经网络及其应用[M]. 北京:清华大学出版社, 2004.
[29] 成科扬. 基于集对分析的指纹识别系统研究[M]//中国人工智能学会. 中国人工智能进展. 北京:北京邮电大学出版社, 2005:1475-1478.
[30] 李德顺, 宫博, 许开立. 论金属矿山地质灾害模式识别模型[J]. 工业安全与环保, 2012, 38(3):37-40 LI Deshun, GONG Bo, XU Kaili. Discussion on the geological disasters pattern recognition model of the metal mine[J]. Industrial safety and environmental protection, 2012, 38(3):37-40
[31] 高洁, 盛昭瀚. 集对分析聚类预测法及其应用[J]. 系统工程学报, 2002, 17(5):458-462 GAO Jie, SHENG Zhaohan. Method and application of set pair analysis classified prediction[J]. Journal of systems engineering, 2002, 17(5):458-462
[32] 阎理, 阎滨. 相似系统集对分析[J]. 指挥技术学院学报, 2000, 11(3):9-13 YAN Li, YAN Bin. The set pair analysis for similarity system[J]. Journal of institute of command and technology, 2000, 11(3):9-13
[33] 刘秀梅, 赵克勤. 基于联系数的不确定空情意图识别[J]. 智能系统学报, 2012, 7(5):450-456 LIU Xiumei, ZHAO Keqin. Inference method on intention with uncertain aerial information based on the connection number[J]. CAAI transactions on intelligent systems, 2012, 7(5):450-456
[34] 张秀辉, 刘以安, 曹宁生, 等. 基于集对分析的雷达信号分选算法[J]. 现代雷达, 2010, 32(2):35-37 ZHANG Xiuhui, LIU Yi’an, CAO Ningsheng, et al. Radar signal sorting method based on set pair analysis[J]. Modern radar, 2010, 32(2):35-37
[35] LIU Yi’an, MONG Xianhai, WANG Shitong. Studies for image edge detection with set pair analysis[C]//DCABES. 2006:373-76.
[36] 赵森烽, 赵克勤. 概率联系数化的原理及其在概率推理中的应用[J]. 智能系统学报, 2012, 7(3):200-205 ZHAO Senfeng, ZHAO Keqin. The principle of a connection number in probability and its application in probabilistic reasoning[J]. CAAI transactions on intelligent systems, 2012, 7(3):200-205
[37] 蒋云良, 张裔智, 潘云鹤, 等. 基于集对分析的定量推理初探[J]. 计算机工程, 1996, 22(3):286-290 JIANG Yunliang, ZHANG Yizhi, PAN Yunhe, et al. First exploration of quantitative inference of identity-discrepancy-contrary based on the set pair analysis[J]. Computer engineering, 1996, 22(3):286-290
[38] 马守明, 王汝传, 叶宁. 基于集对分析的上下文感知不确定性的推理方法[J]. 南京邮电大学学报(自然科学版), 2009, 29(1):64-67 MA Shouming, WANG Ruchuan, YE Ning. An uncertainty reasoning approach based on set pair analysis for context awareness[J]. Journal of Nanjing university of posts and telecommunications(natural science), 2009, 29(1):64-67
[39] 阎红灿, 王会芳, 马会霞. 基于集对分析的本体案例检索模型[J]. 微型机与应用, 2014, 33(21):75-78 YAN Hongcan, WANG Huifang, MA Huixia. Ontology case retrieval model based on SPA[J]. Microcomputer and its applications, 2014, 33(21):75-78
[40] 赵克勤. 集对分析与同异反决策[J]. 决策探索, 1992(2):14-15 ZHAO Keqin. The same differences counter-decision and Set pair analysis[J]. Policy research and exploration, 1992(2):14-15
[41] 刘秀梅, 赵克勤. 基于联系数不确定性分析的区间数多属性决策[J]. 模糊系统与数学, 2010, 24(5):141-148 LIU Xiumei, ZHAO Keqin. Multiple attributes decision-making of intervals based on analysis of the uncertainty of connection number[J]. Fuzzy systems and mathematics, 2010, 24(5):141-148
[42] 赵森烽, 赵克勤. 联系概率的由来及其在风险决策中的应用[J]. 数学的实践与认识, 2013, 43(4):165-171 ZHAO Senfeng, ZHAO Keqin. The contact probability in risk decision-making medium application[J]. Mathematics in practice and theory, 2013, 43(4):165-171
[43] 吴爱燕, 曾广平, 涂序彦. 集对云多属性群决策方法及应用[J]. 计算机科学, 2014, 41(12):231-233, 250 WU Aiyan, ZENG Guangping, TU Xuyan. Study on set pair cloud multi-attribute group decision method[J]. Computer science, 2014, 41(12):231-233, 250
[44] 余国祥. 默会知识和显性知识的同异反集对分析[J]. 襄樊学院学报, 2008, 29(5):84-88 YU Guoxiang. A SPA of tacit knowledge and explicit knowledge in identity, discrepancy and contrary[J]. Journal of Xiangfan university, 2008, 29(5):84-88
[45] 徐忆琳. 用SPA同异反系统理论研究知识创新规律[J]. 科学学研究, 2002, 20(3):327-329 XU Yilin. Research on the law of knowledge innovation using IDC-SPA theory[J]. Studies in science of science, 2002, 20(3):327-329
[46] 杜春彦, 柴春红. 基于SPA的不确定推理模型[J]. 数学的实践与认识, 2004, 34(9):130-134 DU Chunyan, CHAI Chunhong. Uncertain reasoning model based on set pair[J]. Mathematics in practice and theory, 2004, 34(9):130-134
[47] 张新华. 技术知识产权评估模型及应用[J]. 科研管理, 1999, 20(6):47-51 ZHANG Xinhua. Evaluation model and application in technoque knowledge of righting[J]. Science research management, 1999, 20(6):47-51
[48] 周萍, 阎理. 集对分析与武器装备知识产权管理绩效评估[J]. 军事经济研究, 2005(6):51-52 ZHOU Ping, YAN Li. Application of SPA to the performance evaluation of the intelligent property right management of the weapon equipment[J]. Militang economic research, 2005(6):51-52
[49] 阮光册. 基于知识关联的检索结果聚类分析研究[J]. 情报科学, 2015, 33(2):63-66 RUAN Guangce. Search result clustering analysis based on knowledge relation[J]. Information science, 2015, 33(2):63-66
[50] 汪新凡. 基于联系数的纯语言多属性群决策方法[J]. 重庆工商大学学报(自然科学版), 2006, 23(6):580-584 WANG Xinfan. Pure linguistic information multi-attribute group decision-making method based on connection number[J]. Journal of Chongqing technology and business university(natural sciences edition), 2006, 23(6):580-584
[51] 徐改丽. 基于语言评估和集对分析的多属性决策方法[J]. 重庆工学院学报(自然科学), 2009, 23(8):85-89 XU Gaili. Multi-attribute decision-making method based on linguistic assessments and set pair analysis[J]. Journal of Chongqing institute of technology(natural science), 2009, 23(8):85-89
[52] 栗飞, 刘博, 徐海峰. 基于集对分析的混合型多属性目标威胁评估[J]. 海军航空工程学院学报, 2012, 27(2):219-222 LI Fei, LIU Bo, XU Haifeng. Threat assessment of hybrid multiple attribute targets based on set pair analysis[J]. Journal of naval aeronautical and astronautical university, 2012, 27(2):219-222
[53] 徐峰. 猪病诊断专家系统研究[D]. 北京, 中国:中国农业大学, 2005:1-50. XU Feng. An expert system for pig diseases diagnosis[D]. Beijing, China:Agricultural University, 2005:1-50.
[54] 徐超. 进出口食品安全监管中风险评价和专家系统的研究[D]. 杭州, 中国:浙江大学, 2013. XU Chao. The research of risk assessment and expert system for imported and exported food safety supervision[D]. Hangzhou, China:Zhejiang University, 2013.
[55] 卞世晖. 专家系统中不确定性推理的研究与应用[D]. 合肥, 中国:安徽大学, 2010. BIAN Shihui. Research and application of uncertainty reasoning in expert system[D]. Hefei, China:Anhui University, 2010.
[56] 董卫华, 张政保. 数据挖掘及数据库技术在故障诊断专家系统中的应用[J]. 河北省科学院学报, 2006, 23(4):20-23 DONG Weihua, ZHANG Zhengbao. Application of data mining and database technology in expert system for fault diagnosis[J]. Journal of the Hebei academy of sciences, 2006, 23(4):20-23
[57] 李佳, 王黎, 马光文, 等. 基于SPA-ANN耦合模型的年径流预测[J]. 水力发电学报, 2009, 28(1):41-44 LI Jia, WANG Li, MA Guangwen, et al. Annual runoff forecasting based on SPA-ANN coupling model[J]. Journal of hydroelectric engineering, 2009, 28(1):41-44
[58] 陈晶, 王文圣, 李跃清. 集对分析径向基函数神经网络预测模型[J]. 水文, 2011, 31(2):11-14 CHEN Jing, WANG Wensheng, LI Yueqing. Prediction model of radial basis function neural network based on set pair analysis[J]. Journal of China hydrology, 2011, 31(2):11-14
[59] 赵晓慎, 吴海波, 陈丹. 集对分析在改进BP神经网络凌汛开河日期预测评估中的应用[J]. 水电能源科学, 2011, 29(12):101-103 ZHAO Xiaoshen, WU Haibo, CHEN Dan. Study of set pair analysis in improving prediction and evaluation of BP neural network for breaking up date of ice flood[J]. Water resources and power, 2011, 29(12):101-103
[60] 魏邦友. 载人航天器综合测试数据评估方法的研究[J]. 电子质量, 2017(7):28-30 WEI Bangyou. Research on evaluation method of comprehensive test data for manned spacecraft[J]. Electronics quality, 2017(7):28-30
[61] 黄德才, 张丽君, 赵克勤, 等. 基于a+bi型联系数的不确定网格静态调度算法[J]. 计算机科学, 2007, 34(8):126-129 HUANG Decai, GONG Weihua, ZHANG Lijun, et al. Grid task dynamic scheduling algorithm based on connective-number[J]. Computer engineering, 2007, 34(8):126-129
[62] JIANG Yunliang, YANG Zhangxian, LI Gang, et al. A multi-sensor data fusion method based on the set-pair identity degree and connection number[C]//Proceedings of 2011 Workshop on Digital Media and Digital Content Management. Hangzhou, China, 2011:298-301.
[63] 王海颖, 刘以安, 薛松, 等. 基于集对分析联系度的多传感器数据融合方法[J]. 智能系统学报, 2017, 12(2):1-8 WANG Haiying, LIU Yi’an, XUE Song, et al. Sensor data fusion based on connection degree of set pair analysis[J]. CAAI transactions on intelligent systems, 2017, 12(2):1-8
[64] 李春磊, 莫蓉, 常智勇, 等. 综合考虑零件工艺设计经验和制造稳定性的工艺路线决策[J]. 计算机辅助设计与图形学学报, 2015, 27(12):2385-2392 LI Chunlei, MO Rong, CHANG Zhiyong, et al. Decision-making of process route considering process planning experience and manufacturing stability[J]. Journal of computer-aided design and computer graphics, 2015, 27(12):2385-2392
[65] 刘英, 陈志恒, 陈宇. 基于集对理论的砂轮主轴转动系统故障树分析[J]. 机械传动, 2014, 38(5):77-80 LIU Ying, CHEN Zhiheng, CHEN Yu. Fault tree analysis of grinding wheel spindle rotation system based on set pair analysis theory[J]. Journal of mechanical transmission, 2014, 38(5):77-80
[66] 卢凯, 荆彬彬, 吴焕, 等. 基于集对分析的干道绿波协调控制方案评价方法[J]. 东南大学学报(自然科学版), 2015, 45(3):606-611 LU Kai, JING Binbin, WU Huan, et al. Evaluation method of arterial green wave coordinated control scheme based on set pair analysis[J]. Journal of southeast university(natural science edition), 2015, 45(3):606-611
[67] 赵玉铃, 张廉. 集对分析联系数在黑启动vague集决策中的应用研究[J]. 智能系统学报, 2014, 9(5):632-640 ZHAO Yuling, ZHANG Lian. Application of the ste-pair analyssi connection number in decision-making of black-start vague set[J]. CAAI transactions on intelligent systems, 2014, 9(5):632-640
[68] 黄德才, 龚卫华, 张丽君, 等. 基于联系数的网格任务动态调度算法[J]. 计算机工程, 2009, 35(8):112-115 HUANG Decai, GONG Weihua, ZHANG Lijun, et al. Grid task dynamic scheduling algorithm based on connective-number[J]. Computer engineering, 2009, 35(8):112-115
[69] 朱红宁, 张斌. 基于SPA的Web服务选取方法[J]. 计算机科学, 2009, 36(11):32-35 ZHU Hongning, ZHANG Bin. Method of Web service selection based on SPA[J]. Computer science, 2009, 36(11):32-35
[70] 杨静, 李文平, 张健沛. 一种基于SPA的多数据流同异反分析法[J]. 武汉大学学报(信息科学版), 2011, 36(1):92-97 YANG Jing, LI Wenping, ZHANG Jianpei. A data mining approach based on identical-different-contrary analysis[J]. Geomatics and information science of Wuhan university, 2011, 36(1):92-97
[71] 张春英, 郭景峰. 集对社会网络α关系社区及动态挖掘算法[J]. 计算机学报, 2013, 36(8):1682-1692 ZHANG Chunying, GUO Jingfeng. The α relationship communities of set pair social networks and its dynamic mining algorithms[J]. Chinese journal of computers, 2013, 36(8):1682-1692
[72] 陈晓, 郭景峰, 范超智. 基于联系度的主题关注网络社区发现方法研究[J]. 计算机工程与应用, 2017, 53(17):85-93 CHEN Xiao, GUO Jingfeng, FAN Chaozhi. Community discovering based on connection degree in topic-attention network[J]. Computer engineering and applications, 2017, 53(17):85-93
[73] 晏燕, 郝晓弘, 王万军. 一种隐私保护度量的集对分析方法[J]. 武汉大学学报(工学版), 2015, 48(6):883-890 YAN Yan, HAO Xiaohong, WANG Wanjun. A set pair analysis method for privacy metric[J]. Journal of tsinghua university(science and technology), 2015, 48(6):883-890

相似文献/References:

[1]李德毅.网络时代人工智能研究与发展[J].智能系统学报,2009,4(01):1.
 LI De-yi.AI research and development in the network age[J].CAAI Transactions on Intelligent Systems,2009,4(01):1.
[2]赵克勤.二元联系数A+Bi的理论基础与基本算法及在人工智能中的应用[J].智能系统学报,2008,3(06):476.
 ZHAO Ke-qin.The theoretical basis and basic algorithm of binary connection A+Bi and its application in AI[J].CAAI Transactions on Intelligent Systems,2008,3(01):476.
[3]徐玉如,庞永杰,甘 永,等.智能水下机器人技术展望[J].智能系统学报,2006,1(01):9.
 XU Yu-ru,PANG Yong-jie,GAN Yong,et al.AUV—state-of-the-art and prospect[J].CAAI Transactions on Intelligent Systems,2006,1(01):9.
[4]王志良.人工心理与人工情感[J].智能系统学报,2006,1(01):38.
 WANG Zhi-liang.Artificial psychology and artificial emotion[J].CAAI Transactions on Intelligent Systems,2006,1(01):38.
[5]赵克勤.集对分析的不确定性系统理论在AI中的应用[J].智能系统学报,2006,1(02):16.
 ZHAO Ke-qin.The application of uncertainty systems theory of set pair analysis (SPU)in the artificial intelligence[J].CAAI Transactions on Intelligent Systems,2006,1(01):16.
[6]秦裕林,朱新民,朱 丹.Herbert Simon在最后几年里的两个研究方向[J].智能系统学报,2006,1(02):11.
 QIN Yu-lin,ZHU Xin-min,ZHU Dan.Herbert Simons two research directions in his lost years[J].CAAI Transactions on Intelligent Systems,2006,1(01):11.
[7]谷文祥,李 丽,李丹丹.规划识别的研究及其应用[J].智能系统学报,2007,2(01):1.
 GU Wen-xiang,LI Li,LI Dan-dan.Research and application of plan recognition[J].CAAI Transactions on Intelligent Systems,2007,2(01):1.
[8]杨春燕,蔡 文.可拓信息-知识-智能形式化体系研究[J].智能系统学报,2007,2(03):8.
 YANG Chun-yan,CAI Wen.A formalized system of extension information-knowledge-intelligence[J].CAAI Transactions on Intelligent Systems,2007,2(01):8.
[9]赵克勤.SPA的同异反系统理论在人工智能研究中的应用[J].智能系统学报,2007,2(05):20.
 ZHAO Ke-qin.The application of SPAbased identicaldiscrepancycontrary system theory in artificial intelligence research[J].CAAI Transactions on Intelligent Systems,2007,2(01):20.
[10]王志良,杨 溢,杨 扬,等.一种周期时变马尔可夫室内位置预测模型[J].智能系统学报,2009,4(06):521.[doi:10.3969/j.issn.1673-4785.2009.06.009]
 WANG Zhi-liang,YANG Yi,YANG Yang,et al.A periodic time-varying Markov model for indoor location prediction[J].CAAI Transactions on Intelligent Systems,2009,4(01):521.[doi:10.3969/j.issn.1673-4785.2009.06.009]

备注/Memo

备注/Memo:
收稿日期:2018-03-19。
基金项目:国家自然科学基金项目(61771193).
作者简介:蒋云良,男,1967年生,教授,博士,主要研究方向为智能信息处理、地理信息系统。主持和参与国家自然科学基金和省部级科研项目10余项。发表学术论文40余篇;赵克勤,男,1950年生,研究员,中国人工智能学会第4、5、6届理事、人工智能基础专委会副主任,主要研究方向为信息处理、集对分析、联系数学、联系科学。1989年提出集对分析(联系数学)。发表论文100余篇,出版专著4部。
通讯作者:赵克勤.E-mail:spacnm@163.com
更新日期/Last Update: 1900-01-01