Mixed Random Sampling of Frames method for counting number of motifs

被引:0
|
作者
Yudina, M. N. [1 ]
Zadorozhnyi, V. N. [1 ]
Yudin, E. B. [2 ]
机构
[1] Omsk State Tech Univ, 11 Mira Ave, Omsk 644050, Russia
[2] Russian Acad Sci, Sobolev Inst Math, Siberian Branch, 4 Acad Koptyug Ave, Novosibirsk 630090, Russia
基金
俄罗斯基础研究基金会;
关键词
frequencies of network motifs; statistical sampling algorithms; motif discovery; efficient unbiased estimations; NETWORK MOTIFS;
D O I
10.1088/1742-6596/1260/2/022013
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The problem of calculating the frequencies of network motifs on three and four nodes in large networks is considered. Telecommunications networks, cell molecular networks are investigated. The sizes of the investigated networks are hundreds of thousands of nodes and connections. These networks are represented in the form of directed and undirected simple graphs. Exact calculating requires huge computational resources for such large graphs. A method for calculating the frequencies of network motifs using the Monte Carlo method with control of an accuracy of calculations is proposed. The proposed effective method minimizes the value of the coefficient of variation.
引用
收藏
页数:8
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