首页 > 最新文献

2007 IEEE International Conference on Grey Systems and Intelligent Services最新文献

英文 中文
Research on dynamic scheduling based on the degree of credit 基于信用度的动态调度研究
Pub Date : 2007-11-01 DOI: 10.1109/GSIS.2007.4443520
Bao Zhen-qiang, Li Xiangqing, Gao Kaizhou, Wang Peng
Direct to Agent's faithless action in a knowledge-based dynamic system, this paper presents a credit-based dynamic scheduling system, using the Contract Net Protocol as its coordination mechanism, and constructs the frame of multi-agent-based dynamic scheduling. The system acquires standardized attributes knowledge from bidding documents and knowledge of scheduling rules from experience of scheduling experts, and the common scheduling decision table is set up. Furthermore Scheduling Agent will invite bids to Resource Agent for each task in Task Set in order to generate a scheme. Search Agent is to seek some Resource agents which have enough credit over a fixed value and match with the resource type of that task requirement, and the bid-set is formed. Scheduling Agent should evaluate all the bids and give the winner. According to the feedback index which the task completed, the system recalculates the degree of satisfaction and gives the winner's credit degree. Then the process arithmetic is described. Finally the analysis and design of the system are completed.
针对基于知识的动态系统中Agent的失信行为,提出了一种基于信用的动态调度系统,采用契约网协议作为其协调机制,构建了基于多Agent的动态调度框架。系统从招标文件中获取标准化的属性知识,从调度专家的经验中获取调度规则知识,建立通用的调度决策表。此外,调度代理将为任务集中的每个任务邀请资源代理以生成方案。搜索代理(Search Agent)是在一个固定的值上寻找一些有足够的信用并且与该任务需求的资源类型匹配的资源代理,形成投标集。调度代理应评估所有投标,并给出获胜者。系统根据任务完成的反馈指标,重新计算满意度,并给出优胜者的信用等级。然后描述了处理算法。最后对系统进行了分析和设计。
{"title":"Research on dynamic scheduling based on the degree of credit","authors":"Bao Zhen-qiang, Li Xiangqing, Gao Kaizhou, Wang Peng","doi":"10.1109/GSIS.2007.4443520","DOIUrl":"https://doi.org/10.1109/GSIS.2007.4443520","url":null,"abstract":"Direct to Agent's faithless action in a knowledge-based dynamic system, this paper presents a credit-based dynamic scheduling system, using the Contract Net Protocol as its coordination mechanism, and constructs the frame of multi-agent-based dynamic scheduling. The system acquires standardized attributes knowledge from bidding documents and knowledge of scheduling rules from experience of scheduling experts, and the common scheduling decision table is set up. Furthermore Scheduling Agent will invite bids to Resource Agent for each task in Task Set in order to generate a scheme. Search Agent is to seek some Resource agents which have enough credit over a fixed value and match with the resource type of that task requirement, and the bid-set is formed. Scheduling Agent should evaluate all the bids and give the winner. According to the feedback index which the task completed, the system recalculates the degree of satisfaction and gives the winner's credit degree. Then the process arithmetic is described. Finally the analysis and design of the system are completed.","PeriodicalId":445155,"journal":{"name":"2007 IEEE International Conference on Grey Systems and Intelligent Services","volume":"17 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2007-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129635326","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Study on grey fixed weight clustering decision-making based on interval numbers 基于区间数的灰色定权聚类决策研究
Pub Date : 2007-11-01 DOI: 10.1109/GSIS.2007.4443293
Yuhong Wang, Yao-guo Dang, Zhengxin Wang
This paper is an emphasis on some problems of grey fixed weight clustering decision-making based on interval numbers and gives definitions of ideal attribute interval numbers with beneficial indicators and cost indicators respectively. At the same time, ideal attribute deviation degree is defined and the matrix of ideal attribute deviation degree is converted from the matrix of interval numbers by the definition. Then weights of clustering indicators are calculated according to the concept and characteristic of information entropy. This method which is presented in the paper could deal with the conditions better when meanings and dimensions of indicators are different and numerical values have big disparity each other and confirm weight of clustering indictors with interval number. Finally, an example is presented to illuminate the feasibility and rationality of the method.
重点讨论了基于区间数的灰色定权聚类决策的若干问题,分别给出了具有效益指标和成本指标的理想属性区间数的定义。同时,定义了理想属性偏差度,并将理想属性偏差度矩阵转化为区间数矩阵。然后根据信息熵的概念和特征计算聚类指标的权重。本文提出的方法可以较好地处理指标的含义和维度不同,数值差异较大的情况,并用区间数确定聚类指标的权重。最后通过实例说明了该方法的可行性和合理性。
{"title":"Study on grey fixed weight clustering decision-making based on interval numbers","authors":"Yuhong Wang, Yao-guo Dang, Zhengxin Wang","doi":"10.1109/GSIS.2007.4443293","DOIUrl":"https://doi.org/10.1109/GSIS.2007.4443293","url":null,"abstract":"This paper is an emphasis on some problems of grey fixed weight clustering decision-making based on interval numbers and gives definitions of ideal attribute interval numbers with beneficial indicators and cost indicators respectively. At the same time, ideal attribute deviation degree is defined and the matrix of ideal attribute deviation degree is converted from the matrix of interval numbers by the definition. Then weights of clustering indicators are calculated according to the concept and characteristic of information entropy. This method which is presented in the paper could deal with the conditions better when meanings and dimensions of indicators are different and numerical values have big disparity each other and confirm weight of clustering indictors with interval number. Finally, an example is presented to illuminate the feasibility and rationality of the method.","PeriodicalId":445155,"journal":{"name":"2007 IEEE International Conference on Grey Systems and Intelligent Services","volume":"171 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2007-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129645052","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Research on OWL-based construction, merging, mapping and evolution of ontology in aviation product domain 航空产品领域基于owl的本体构建、合并、映射与演化研究
Pub Date : 2007-11-01 DOI: 10.1109/GSIS.2007.4443395
Ma Jing, Song Qingqing, Liu Sifeng
From the current theories of Semantic Web and Ontology, this paper aims at exploring one way to construct, merge, map and evolve ontology in aviation product domain. Driven by its application background, the domain ontology is designed and built to support the "Auto-Mining System for Aviation Products". It merged with a Loom-based "military aircraft ontology" from USA via translating the used one from Loom to OWL. Also by referring to NASA Thesaurus, a comprehensive concept hierarchy is mapped into the domain ontology. Based on these, Protege is used to visually implement a prototype for this domain ontology. Finally, evolution is completed by auto-extraction of instances from large amount of documents in this domain.
本文旨在从语义网和本体的现有理论出发,探索航空产品领域本体的构建、合并、映射和进化方法。在其应用背景的驱动下,设计并构建了支持“航空产品自动挖掘系统”的领域本体。它通过将使用过的本体从Loom翻译成OWL,与来自美国的基于Loom的“军用飞机本体”合并。同样通过引用NASA Thesaurus,一个全面的概念层次结构被映射到领域本体中。在此基础上,使用Protege可视化地实现了该领域本体的原型。最后,进化是通过从该领域的大量文档中自动提取实例来完成的。
{"title":"Research on OWL-based construction, merging, mapping and evolution of ontology in aviation product domain","authors":"Ma Jing, Song Qingqing, Liu Sifeng","doi":"10.1109/GSIS.2007.4443395","DOIUrl":"https://doi.org/10.1109/GSIS.2007.4443395","url":null,"abstract":"From the current theories of Semantic Web and Ontology, this paper aims at exploring one way to construct, merge, map and evolve ontology in aviation product domain. Driven by its application background, the domain ontology is designed and built to support the \"Auto-Mining System for Aviation Products\". It merged with a Loom-based \"military aircraft ontology\" from USA via translating the used one from Loom to OWL. Also by referring to NASA Thesaurus, a comprehensive concept hierarchy is mapped into the domain ontology. Based on these, Protege is used to visually implement a prototype for this domain ontology. Finally, evolution is completed by auto-extraction of instances from large amount of documents in this domain.","PeriodicalId":445155,"journal":{"name":"2007 IEEE International Conference on Grey Systems and Intelligent Services","volume":"26 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2007-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129091135","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Distribution channel sustainability: Self-organization model and empirical study 分销渠道可持续性:自组织模型与实证研究
Pub Date : 2007-11-01 DOI: 10.1109/GSIS.2007.4443555
W. Jinfu, Cheng Aiwu
Distribution channel plays a key role for the success of an enterprise in gaining competitive edge, markets demanding agility and quick market responsiveness which represent complex phenomena in global competition. To discover the behavior and mechanism of organization, nowadays, more and more people have paid attention to the complexity theory such as self-organization, dissipative structure theory, synergetic theory, etc. The paper introduces the concept of self-organization theories and distribution channel firstly. Then enlightened by the systematical methodology, the paper puts forward the concept of sustainability of organization on the basis of analyzing the characteristics of self-organization distribution channel. A thorough analysis of the mechanism of distribution channel sustainability has been made accordingly. Finally, the paper adopts the distribution channel of TCL Group as an example, indicating that the success of TCL Group is mostly due to its effective and efficient self-organized distribution channel.
分销渠道是企业获得竞争优势的关键,市场要求敏捷性和快速的市场反应能力,这是全球竞争中的复杂现象。为了揭示组织的行为和机制,目前越来越多的人开始关注复杂性理论,如自组织理论、耗散结构理论、协同理论等。本文首先介绍了自组织理论和分销渠道的概念。然后在系统方法论的启发下,在分析自组织分销渠道特点的基础上,提出了组织可持续性的概念。在此基础上,对分销渠道可持续发展的机理进行了深入分析。最后,本文以TCL集团的分销渠道为例,说明TCL集团的成功主要得益于其有效、高效的自组织分销渠道。
{"title":"Distribution channel sustainability: Self-organization model and empirical study","authors":"W. Jinfu, Cheng Aiwu","doi":"10.1109/GSIS.2007.4443555","DOIUrl":"https://doi.org/10.1109/GSIS.2007.4443555","url":null,"abstract":"Distribution channel plays a key role for the success of an enterprise in gaining competitive edge, markets demanding agility and quick market responsiveness which represent complex phenomena in global competition. To discover the behavior and mechanism of organization, nowadays, more and more people have paid attention to the complexity theory such as self-organization, dissipative structure theory, synergetic theory, etc. The paper introduces the concept of self-organization theories and distribution channel firstly. Then enlightened by the systematical methodology, the paper puts forward the concept of sustainability of organization on the basis of analyzing the characteristics of self-organization distribution channel. A thorough analysis of the mechanism of distribution channel sustainability has been made accordingly. Finally, the paper adopts the distribution channel of TCL Group as an example, indicating that the success of TCL Group is mostly due to its effective and efficient self-organized distribution channel.","PeriodicalId":445155,"journal":{"name":"2007 IEEE International Conference on Grey Systems and Intelligent Services","volume":"6 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2007-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123791889","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Research on public traffic control of multi-agents system based on grey disaster predication 基于灰色灾害预测的多智能体系统公共交通控制研究
Pub Date : 2007-11-01 DOI: 10.1109/GSIS.2007.4443365
Chen Tao, Chen Senfa, Zhu Jinfeng
In the multi-agents public traffic control system, the problem about being comfortable is very important. The challenge is to find solutions to achieve the objective minimized amount of vehicles in overload. This paper proposes a solution algorithm for keeping comfortable of public traffic based on grey disaster prediction through principled cooperation between agents that represent traffic command center, traffic operators, and drivers. It is deduced that the algorithm is practical and adaptable to a variety of public traffic networks.
在多智能体公共交通控制系统中,舒适性问题非常重要。我们面临的挑战是找到解决方案,以实现最小化车辆超载的目标。本文提出了一种基于灰色灾害预测的公共交通舒适解决算法,该算法通过代表交通指挥中心、交通运营商和驾驶员的agent之间的原则合作来实现。结果表明,该算法具有实用性,适用于多种公共交通网络。
{"title":"Research on public traffic control of multi-agents system based on grey disaster predication","authors":"Chen Tao, Chen Senfa, Zhu Jinfeng","doi":"10.1109/GSIS.2007.4443365","DOIUrl":"https://doi.org/10.1109/GSIS.2007.4443365","url":null,"abstract":"In the multi-agents public traffic control system, the problem about being comfortable is very important. The challenge is to find solutions to achieve the objective minimized amount of vehicles in overload. This paper proposes a solution algorithm for keeping comfortable of public traffic based on grey disaster prediction through principled cooperation between agents that represent traffic command center, traffic operators, and drivers. It is deduced that the algorithm is practical and adaptable to a variety of public traffic networks.","PeriodicalId":445155,"journal":{"name":"2007 IEEE International Conference on Grey Systems and Intelligent Services","volume":"6 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2007-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124195649","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
GM (1, 1) Model based on the transformation of function ${1 over {a - e^{ - bx} }}$ 基于函数${1 / {a - e^{- bx}}}$变换的GM(1,1)模型
Pub Date : 2007-11-01 DOI: 10.1109/GSIS.2007.4443313
Rongcheng Liu, Aiping Yang, Wenzhan Dai
In this paper, the grey model (GM) based on the function 1/a-e-bx transformation is proposed. It is proved theoretically that function 1/a-e-bx transformation can prevent discrete series from changing rapidly so as to satisfy with GM conditions, and the series after being transformed by 1/a-e-bx has better smooth degree than those by logarithm function being transformed. The GM precision based on 1/a-e-bx is improved greatly. The method is especially suit for modeling series that changes fast, and it can expand the range of GM application wildly. Finally the method is applied in building the model of average wage of staff and workers in China and the results show the effectiveness of the approach.
本文提出了基于函数1/a-e-bx变换的灰色模型。从理论上证明了函数1/a-e-bx变换可以防止离散序列的快速变化,从而满足GM条件,并且用1/a-e-bx变换后的序列比用对数函数变换后的序列具有更好的平滑度。基于1/a-e-bx的GM精度大大提高。该方法特别适合于快速变化的序列建模,可以广泛地扩展GM的应用范围。最后将该方法应用于中国职工平均工资模型的建立,结果表明了该方法的有效性。
{"title":"GM (1, 1) Model based on the transformation of function ${1 over {a - e^{ - bx} }}$","authors":"Rongcheng Liu, Aiping Yang, Wenzhan Dai","doi":"10.1109/GSIS.2007.4443313","DOIUrl":"https://doi.org/10.1109/GSIS.2007.4443313","url":null,"abstract":"In this paper, the grey model (GM) based on the function 1/a-e-bx transformation is proposed. It is proved theoretically that function 1/a-e-bx transformation can prevent discrete series from changing rapidly so as to satisfy with GM conditions, and the series after being transformed by 1/a-e-bx has better smooth degree than those by logarithm function being transformed. The GM precision based on 1/a-e-bx is improved greatly. The method is especially suit for modeling series that changes fast, and it can expand the range of GM application wildly. Finally the method is applied in building the model of average wage of staff and workers in China and the results show the effectiveness of the approach.","PeriodicalId":445155,"journal":{"name":"2007 IEEE International Conference on Grey Systems and Intelligent Services","volume":"12 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2007-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116160039","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
On the properties of weakening operator 关于弱化算子的性质
Pub Date : 2007-11-01 DOI: 10.1109/GSIS.2007.4443236
Shu-hua Mao, Xin-ping Xiao, Jing-jing Zhang
Weakening operator has been extensively applied in various fields of data processing before grey modeling in concussion harass system, this paper studies the reasons why the weakening operator can improve the modeling precision effectively. The results indicate that the class ratio of sequence transformed by the weakening operator is smaller than the observed original time series, the degree of smooth of the new sequence is higher than the observed original time series. In addition ,this transformation is grey contractive operator ,the results show that the class ratio of transformed series falls into the capacitable covering interval value or close to this range.
弱化算子被广泛应用于震荡骚扰系统灰色建模前数据处理的各个领域,本文研究了弱化算子能有效提高建模精度的原因。结果表明,经弱化算子变换后的序列的类比小于观测到的原始时间序列,新序列的平滑程度高于观测到的原始时间序列。此外,该变换是灰色压缩算子,结果表明,变换后的级数的类比落在可覆盖区间值或接近此范围。
{"title":"On the properties of weakening operator","authors":"Shu-hua Mao, Xin-ping Xiao, Jing-jing Zhang","doi":"10.1109/GSIS.2007.4443236","DOIUrl":"https://doi.org/10.1109/GSIS.2007.4443236","url":null,"abstract":"Weakening operator has been extensively applied in various fields of data processing before grey modeling in concussion harass system, this paper studies the reasons why the weakening operator can improve the modeling precision effectively. The results indicate that the class ratio of sequence transformed by the weakening operator is smaller than the observed original time series, the degree of smooth of the new sequence is higher than the observed original time series. In addition ,this transformation is grey contractive operator ,the results show that the class ratio of transformed series falls into the capacitable covering interval value or close to this range.","PeriodicalId":445155,"journal":{"name":"2007 IEEE International Conference on Grey Systems and Intelligent Services","volume":"83 s57","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2007-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"113973098","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Study on GSOM model based on interval grey number 基于区间灰数的GSOM模型研究
Pub Date : 2007-11-01 DOI: 10.1109/GSIS.2007.4443478
Chuanmin Mi, Sifeng Liu, Yan Xu
Considered elements of input node and weight vector are interval grey numbers in Self-organizing Feature Map (SOM), normalized these interval grey numbers, defined the interval grey number Euclidean distance, and proposed Grey SOM (GSOM) model which can solve uncertain problems efficiently. In the end, we studied intelligent clustering of commercial bank off-site regulation empirically using this model. The result showed that: compared with traditional SOM model, GSOM is easy for programming, has a strengthened ability of anti-interference and a higher precision of classification.
考虑自组织特征映射(SOM)中输入节点和权向量的元素为区间灰数,将这些区间灰数归一化,定义区间灰数欧氏距离,提出能够有效解决不确定性问题的灰色SOM (GSOM)模型。最后,运用该模型对商业银行场外监管的智能聚类进行了实证研究。结果表明:与传统的SOM模型相比,GSOM模型易于编程,抗干扰能力增强,分类精度更高。
{"title":"Study on GSOM model based on interval grey number","authors":"Chuanmin Mi, Sifeng Liu, Yan Xu","doi":"10.1109/GSIS.2007.4443478","DOIUrl":"https://doi.org/10.1109/GSIS.2007.4443478","url":null,"abstract":"Considered elements of input node and weight vector are interval grey numbers in Self-organizing Feature Map (SOM), normalized these interval grey numbers, defined the interval grey number Euclidean distance, and proposed Grey SOM (GSOM) model which can solve uncertain problems efficiently. In the end, we studied intelligent clustering of commercial bank off-site regulation empirically using this model. The result showed that: compared with traditional SOM model, GSOM is easy for programming, has a strengthened ability of anti-interference and a higher precision of classification.","PeriodicalId":445155,"journal":{"name":"2007 IEEE International Conference on Grey Systems and Intelligent Services","volume":"6 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2007-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124292541","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
DDoS intrusion detection using Generalized Grey Self-organizing Maps 基于广义灰色自组织映射的DDoS入侵检测
Pub Date : 2007-11-01 DOI: 10.1109/GSIS.2007.4443532
Ding Li, Ni Gui-qiang, Pan Zhi-song, Hu Gu-yu
This paper describes the application of G2SOM (generalized grey self-organizing maps) to the DDoS(denial of service) intrusion detection. Generalized grey relational coefficients (G2RC), which characterize and stresses the whole correlation relationships between the input pattern and the weights of all the nodes that participate in competition, are explicitly introduced into the learning rule of the traditional SOM. In addition, SOM is generalized by the designed three G2RC functions, namely generalized grey self-organizing maps. Finally, the experiments on the DDOS datasets confirm their validities and feasibilities over the G2SOM in this paper. The dataset used is DARPA/KDD-99 publicly available dataset of features from network packets classified into normal and four DDoS attack categories.
本文介绍了广义灰色自组织映射(G2SOM)在DDoS(拒绝服务)入侵检测中的应用。将广义灰色关联系数(G2RC)明确地引入到传统SOM的学习规则中,它表征和强调了所有参与竞争的节点的权重与输入模式之间的整体关联关系。此外,SOM还通过设计的三个G2RC函数即广义灰色自组织映射进行了广义化。最后,在DDOS数据集上的实验验证了本文方法在G2SOM上的有效性和可行性。使用的数据集是DARPA/KDD-99公开的网络数据包特征数据集,分为正常和四种DDoS攻击类型。
{"title":"DDoS intrusion detection using Generalized Grey Self-organizing Maps","authors":"Ding Li, Ni Gui-qiang, Pan Zhi-song, Hu Gu-yu","doi":"10.1109/GSIS.2007.4443532","DOIUrl":"https://doi.org/10.1109/GSIS.2007.4443532","url":null,"abstract":"This paper describes the application of G2SOM (generalized grey self-organizing maps) to the DDoS(denial of service) intrusion detection. Generalized grey relational coefficients (G2RC), which characterize and stresses the whole correlation relationships between the input pattern and the weights of all the nodes that participate in competition, are explicitly introduced into the learning rule of the traditional SOM. In addition, SOM is generalized by the designed three G2RC functions, namely generalized grey self-organizing maps. Finally, the experiments on the DDOS datasets confirm their validities and feasibilities over the G2SOM in this paper. The dataset used is DARPA/KDD-99 publicly available dataset of features from network packets classified into normal and four DDoS attack categories.","PeriodicalId":445155,"journal":{"name":"2007 IEEE International Conference on Grey Systems and Intelligent Services","volume":"3 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2007-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128040835","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 4
A correlation analysis between the foreign trade of non-governmental enterprises and economic growth in China 中国民营企业对外贸易与经济增长的相关性分析
Pub Date : 2007-11-01 DOI: 10.1109/GSIS.2007.4443267
W. Fei
In recent years, the sustainable development of Chinese foreign trade has been playing a very important role in boosting China's economic growth, and the non-governmental enterprises (NGEs) have been making great contribution to the development of Chinese foreign trade. By conducting an empirical study, this paper analyzes the relationship between the foreign trade of Chinese NGEs and China's economic growth. Finally, the author puts forward some proposals about how to develop the foreign trade of NGEs.
近年来,中国对外贸易的可持续发展对中国经济增长起到了非常重要的推动作用,民营企业为中国对外贸易的发展做出了巨大的贡献。本文通过实证研究,分析了中国民营企业对外贸易与中国经济增长的关系。最后,作者就如何发展民营企业对外贸易提出了一些建议。
{"title":"A correlation analysis between the foreign trade of non-governmental enterprises and economic growth in China","authors":"W. Fei","doi":"10.1109/GSIS.2007.4443267","DOIUrl":"https://doi.org/10.1109/GSIS.2007.4443267","url":null,"abstract":"In recent years, the sustainable development of Chinese foreign trade has been playing a very important role in boosting China's economic growth, and the non-governmental enterprises (NGEs) have been making great contribution to the development of Chinese foreign trade. By conducting an empirical study, this paper analyzes the relationship between the foreign trade of Chinese NGEs and China's economic growth. Finally, the author puts forward some proposals about how to develop the foreign trade of NGEs.","PeriodicalId":445155,"journal":{"name":"2007 IEEE International Conference on Grey Systems and Intelligent Services","volume":"20 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2007-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125640817","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
2007 IEEE International Conference on Grey Systems and Intelligent Services
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1