摘要:
As the ART2 neural network clustering occurs normalization in the data inputting mode by vector and nonlinear transformation pretreatment process is easy to be filtered as a substrate for an important, but a minor component of the noise, while there are still phenomenon of the drifting mode in the learning process due to the correction of the value of weight, this paper proposes an improved method of ART2 neural network. The improved method stores the amplitude information in the learning process, and it is considering the shortest distance of being inputted into the center of the cluster, increasing a threshold limit value for determining outliers at the same time and eliminating the influence of outliers of the clustering results. Finally, the clustering of data samples experimental results show that: the improved ART2 network can handle negative data, the four quadrants of data can be effectively clustered, the performance is superior to the traditional ART2 network.
摘要:
The theoretical research and practical application of internal control experienced from single scattered to comprehensive development process. There is no doubt that this is closely related to the cha
作者机构:
[Hean LIU; Jianjun WU] Hunan City University
会议时间:
2017-08
摘要:
Aiming at the problems in service oriented real-time multimedia transmission, such as a long delay, frequent jitter and low reliability, this paper proposes LD/RPath algorithm LD/RPath estimates the d
摘要:
To deal with the issues like existing common data sparseness in weibo social network and the phenomena of cold start, this paper puts forward a two-stage clustering based on the recommendation algorithm GCCR. The algorithm firstly selects users’ focused nodes which have higher number, so as to extract a dense subset of sparse data, and by using the method of graph paper, similar concerned interested core clustering is formed to this dense subset. Then, it is extracted that weibo content features of seed clustering and the whole data set other users. Then the entire user group is clustered based on content similarity. Finally the clustering results are used in subject recommendation. Through clustering the two phases of dense data subset and the whole data set, the clustering effect of extreme sparse data sets are improved. At the same time, because of fuzziness of graph clustering, this thesis retains a certain diversity in the process of user interest clustering, so as to avoid convergence too fast when cold start. This method is verified through the real social network data, and the experimental results show that this algorithm can effectively solve the problems such as data sparseness and cold start phenomenon.
摘要:
This paper combines geometric flow method with tessellation and make full use of their respective strengths to complete some surface design problems, such as surface blending, N sides fill holes and o
摘要:
Aiming at the problems in service oriented real-time multimedia transmission, such as a long delay, frequent jitter and low reliability, this paper proposes LD/R Path algorithm LD/R Path estimates the
作者机构:
[Shubo Chen; Xia Cai; Ting Zeng; Lihui Yang] College of Science, Hunan City University
会议时间:
2017-10
摘要:
The Kirchhoff index Kf(G) is the sum of resistance distances between all pairs of vertices of the graph G, where the resistance distance between two vertices of a connected graph G is defined as the e
作者机构:
[Yan, Feng; Shen, Lianfeng; Ding, Zhaoming] Southeast Univ, Natl Mobile Commun Res Lab, Nanjing 210096, Jiangsu, Peoples R China.;[Xing, Song] Calif State Univ Los Angeles, Dept Informat Syst, Los Angeles, CA 90032 USA.;[Deng, Shuguang] Hunan City Univ, Coll Commun & Elect Engn, Yiyang 413000, Peoples R China.
会议名称:
9th International Conference on Wireless Communication and Signal Processing (WCSP)
会议时间:
OCT 11-13, 2017
会议地点:
Nanjing, PEOPLES R CHINA
会议主办单位:
[Ding, Zhaoming;Yan, Feng;Shen, Lianfeng] Southeast Univ, Natl Mobile Commun Res Lab, Nanjing 210096, Jiangsu, Peoples R China.^[Xing, Song] Calif State Univ Los Angeles, Dept Informat Syst, Los Angeles, CA 90032 USA.^[Deng, Shuguang] Hunan City Univ, Coll Commun & Elect Engn, Yiyang 413000, Peoples R China.
会议论文集名称:
International Conference on Wireless Communications and Signal Processing
关键词:
Carrier sensing threshold;link success probability;Poisson point process;dense wireless networks
摘要:
Considering a small-scale fading environment in a dense random wireless network, we investigate the impact of the carrier-sensing threshold on the link performance under the premise of a fixed carrier-sensing range. At first, we assume a close transmitter-receiver distance and model the network nodes as a homogeneous Poisson point process (PPP). Then we present a simple analysis model of the conditional link success probability to establish a correlation between the interference capture and the link success. Subsequently, based on the assumption that the interference among proximity nodes mainly comes from the nearby nodes, we obtain the bounds of the carrier-sensing threshold through stochastic analysis and a simple adaptive algorithm to adjust the carrier-sensing threshold within its bounds is further presented. Numerical results show that the proposed method enables the pending transmitter to adjust the bounds of the carrier-sensing threshold adaptively when the channel path-loss exponent changes and the validity of the proposed adaptive algorithm is verified in the simulations.
作者机构:
[Cuie Xiao] Department of Mathematics and Computation Sciences, Hunan City University, Yiyang, China;[Xiuwen Li] Department of Mathematics and Computer Information Engineering, Baise University, Baise, China
会议名称:
2017 International Symposium on Computational and Applied Mathematics (ISCAM 2017)
会议时间:
2017-02-26
会议地点:
中国陕西西安
会议论文集名称:
Proceedings of 2017 International Symposium on Computational and Applied Mathematics (ISCAM 2017)
关键词:
Solvability;Sequential Fractional Equations;Mittag-Leffler Function;Gramian matrix;Fixed Point Theorems
摘要:
In this paper, we are concerned with the solvability for a class of nonlinear sequential fractional dynamical systems with damping infinite dimensional spaces, which involves fractional Riemann-Liouville derivatives. The solutions of the dynamical systems are obtained by utilizing the method of Laplace transform technique and are based on the formula of the Laplace transform of the Mittag-Leffler function in two parameters. Next, we present the existence and uniqueness of solutions for nonlinear sequential fractional dynamical systems with damping by using fixed point theorems under some appropriate conditions.
摘要:
As an important intangible cultural heritage of our country, Xiangxi Miao embroidery has unique aesthetic, cultural, economic and social value, and from the perspective of digital protection and inher
会议论文集名称:
International Journal of Intelligent Information and Management Science(Volume 5,Issue 1,February 2016)
关键词:
Border Gateway;Internet;Route Selection;Node
摘要:
Network failures always occur in Internet, such as a large number of packets loss and so on. To solve the problem, a steady inter-domain path selection algorithm is proposed. When a router receives route advertisement triggered by the failure, the algorithm use the heuristic routing selection algorithm to choose the most stable route of currently available route as the best route. Through the stable routing selection, routers can quickly identify valid stable route and eliminate invalid routing research and router consumption of continually updating and introducing route. Experimental result shows that this algorithm can not only greatly shorten BGP route convergence time but also effectively reduce the number of BGP route updated information during the convergence.