A Method of Motif Mining Based on Backtracking and Dynamic Programming

被引:2
作者
Song, Xiaoli [1 ]
Zhou, Changjun [1 ]
Wang, Bin [1 ]
Zhang, Qiang [1 ]
机构
[1] Dalian Univ, Minist Educ, Key Lab Adv Design & Intelligent Comp, Dalian 116622, Peoples R China
来源
MULTI-DISCIPLINARY TRENDS IN ARTIFICIAL INTELLIGENCE, MIWAI 2015 | 2015年 / 9426卷
关键词
Motif mining; Backtracking; Dynamic programming; Sub graph; NETWORK MOTIFS;
D O I
10.1007/978-3-319-26181-2_30
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Because of the complexity of biological networks, motif mining is a key problem in data analysis for such networks. Researchers have investigated many algorithms aimed at improving the efficiency of motif mining. Here we propose a new algorithm for motif mining that is based on dynamic programming and backtracking. In our method, firstly, we enumerate all of the 3-vertex sub graphs by the method ESU, and then we enumerate sub graphs of other sizes using dynamic programming for reducing the search time. In addition, we have also improved the backtracking application in searching sub graphs, and the improved backtracking can help us search sub graphs more roundly. Comparisons with other algorithms demonstrate that our algorithm yields faster and more accurate detection of motifs.
引用
收藏
页码:317 / 328
页数:12
相关论文
共 22 条
[1]   Biomolecular network motif counting and discovery by color coding [J].
Alon, Noga ;
Dao, Phuong ;
Hajirasouliha, Iman ;
Hormozdiari, Fereydoun ;
Sahinalp, S. Cenk .
BIOINFORMATICS, 2008, 24 (13) :I241-I249
[2]   Network motifs: theory and experimental approaches [J].
Alon, Uri .
NATURE REVIEWS GENETICS, 2007, 8 (06) :450-461
[3]   Isomorphism identification of graphs: Especially for the graphs of kinematic chains [J].
Ding, Huafeng ;
Huang, Zhen .
MECHANISM AND MACHINE THEORY, 2009, 44 (01) :122-139
[4]  
Grochow JA, 2007, LECT NOTES COMPUT SC, V4453, P92
[5]   Mining coherent dense subgraphs across massive biological networks for functional discovery [J].
Hu, HY ;
Yan, XF ;
Huang, Y ;
Han, JW ;
Zhou, XHJ .
BIOINFORMATICS, 2005, 21 :I213-I221
[6]  
Hu JL, 2011, NOVEL GRAPH ISOMORPH
[7]   Network motif identification in stochastic networks [J].
Jiang, Rui ;
Tu, Zhidong ;
Chen, Ting ;
Sun, Fengzhu .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2006, 103 (25) :9404-9409
[8]  
Kanehisa M., 2001, POSTGENOME INFORM, V3, P104
[9]   Efficient sampling algorithm for estimating subgraph concentrations and detecting network motifs [J].
Kashtan, N ;
Itzkovitz, S ;
Milo, R ;
Alon, U .
BIOINFORMATICS, 2004, 20 (11) :1746-1758
[10]  
Koyuturk M, 2011, FUNCTIONAL COHERENCE, P1