真实世界多层网络具有多维度、高复杂性的特征,使得仅使用网络拓扑信息进行聚类的算法往往不能精准挖掘网络的公共社区结构。为了解决这一问题,本文提出一种基于非负矩阵分解的半监督模型(Semi-supervised Model with Non-negative Matr...真实世界多层网络具有多维度、高复杂性的特征,使得仅使用网络拓扑信息进行聚类的算法往往不能精准挖掘网络的公共社区结构。为了解决这一问题,本文提出一种基于非负矩阵分解的半监督模型(Semi-supervised Model with Non-negative Matrix Factorization,SeNMF)。首先,该模型设计基于PageRank算法的贪婪搜索方法获取网络的共识先验信息,用以增强每一层网络的拓扑结构,降低网络噪声;然后利用整体非负矩阵分解将所有网络层的低维表示在格拉斯曼流形上融合以获取更优的公共低维表示矩阵;最后利用K-means聚类得到网络的公共社区结构。实验表明,无论是网络层数的增加还是层间噪声的增强,SeNMF模型相较其他算法在多层网络聚类时均具有一定的优越性。展开更多
The concept and the characteristic of spread spectrum technology of knowledge network based on information integration environment are given at first. And the basic principle of the wireless network of knowledge and i...The concept and the characteristic of spread spectrum technology of knowledge network based on information integration environment are given at first. And the basic principle of the wireless network of knowledge and information is recommended. Then a project alternatives using the spread spectrum technology and wireless network is given to build a across-the abroad knowledge network system.展开更多
The paper combine cloud computing with knowledge management, and classify the knowledge management of enterprise information management system, finally the paper plan and design the overall architecture of enterprise ...The paper combine cloud computing with knowledge management, and classify the knowledge management of enterprise information management system, finally the paper plan and design the overall architecture of enterprise management information system. According to the model of cloud computing, establish the cloud computing platform based on the construction of cloud computing and virtualization technology, in order to achieve the overall architecture of the management information system of enterprise that migrate to the cloud computing enviromlaent. This paper mainly introduced in the cloud computing architecture of enterprise management information system under the environment of cloud computing and implementation of knowledge management system.展开更多
This paper studies the application of the cluster-based approach in the enhancement of the competitiveness of Thailand's SME industry. The author had employed a qualitative method through the in-depth interview. The ...This paper studies the application of the cluster-based approach in the enhancement of the competitiveness of Thailand's SME industry. The author had employed a qualitative method through the in-depth interview. The result showed that Ratchaburi orchid cluster in Thailand has employed the concept of the cluster-based approach since they realized that it was useful and could enable them to produce good quality orchids for the international market. The finding also showed how individuals have worked together and helped each other, in order to build a good horizontal network of support and creating competitive advantages. In addition, the research paper related to knowledge management because knowledge management refers to a method for development which requires cluster members to exchange information, interact with each other, sharing and distribute information, create closer business relationship and build mutual benefit. Therefore, the cluster members will help each other to create a culture that values learning through making a commitment and sharing information to strengthen the cluster.展开更多
文摘真实世界多层网络具有多维度、高复杂性的特征,使得仅使用网络拓扑信息进行聚类的算法往往不能精准挖掘网络的公共社区结构。为了解决这一问题,本文提出一种基于非负矩阵分解的半监督模型(Semi-supervised Model with Non-negative Matrix Factorization,SeNMF)。首先,该模型设计基于PageRank算法的贪婪搜索方法获取网络的共识先验信息,用以增强每一层网络的拓扑结构,降低网络噪声;然后利用整体非负矩阵分解将所有网络层的低维表示在格拉斯曼流形上融合以获取更优的公共低维表示矩阵;最后利用K-means聚类得到网络的公共社区结构。实验表明,无论是网络层数的增加还是层间噪声的增强,SeNMF模型相较其他算法在多层网络聚类时均具有一定的优越性。
基金This paper is supported by National Natural Science Foundation of China (NSFC) (No. 70472039, 70272023).
文摘The concept and the characteristic of spread spectrum technology of knowledge network based on information integration environment are given at first. And the basic principle of the wireless network of knowledge and information is recommended. Then a project alternatives using the spread spectrum technology and wireless network is given to build a across-the abroad knowledge network system.
文摘The paper combine cloud computing with knowledge management, and classify the knowledge management of enterprise information management system, finally the paper plan and design the overall architecture of enterprise management information system. According to the model of cloud computing, establish the cloud computing platform based on the construction of cloud computing and virtualization technology, in order to achieve the overall architecture of the management information system of enterprise that migrate to the cloud computing enviromlaent. This paper mainly introduced in the cloud computing architecture of enterprise management information system under the environment of cloud computing and implementation of knowledge management system.
文摘This paper studies the application of the cluster-based approach in the enhancement of the competitiveness of Thailand's SME industry. The author had employed a qualitative method through the in-depth interview. The result showed that Ratchaburi orchid cluster in Thailand has employed the concept of the cluster-based approach since they realized that it was useful and could enable them to produce good quality orchids for the international market. The finding also showed how individuals have worked together and helped each other, in order to build a good horizontal network of support and creating competitive advantages. In addition, the research paper related to knowledge management because knowledge management refers to a method for development which requires cluster members to exchange information, interact with each other, sharing and distribute information, create closer business relationship and build mutual benefit. Therefore, the cluster members will help each other to create a culture that values learning through making a commitment and sharing information to strengthen the cluster.