Journal of Shandong University(Engineering Science) ›› 2020, Vol. 50 ›› Issue (3): 45-50.doi: 10.6040/j.issn.1672-3961.0.2019.306

• Machine Learning & Data Mining • Previous Articles     Next Articles

Ant colony optimization for solving maximization problem based ondouble heuristic information

Jun QIN1(),Weidong LI1,Jinli YI1,Jing LIU1,Maode MA2   

  1. 1. Collage of Computer Science, South-Central University for Nationalities, Wuhan 430000, Hubei, China
    2. Nanyang Technological University, Singapore 999002, Singapore
  • Received:2019-06-13 Online:2020-06-20 Published:2020-06-16
  • Supported by:
    国家自然科学基金资助项目(61772562);湖北省自然科学基金资助项目(2017CFC886)

Abstract:

With How to use influence of social individuals to expand the scope of information dissemination was an Influence Maximization problem, which had become an important research field. A new ant colony algorithm was propsed to solve the problem, in the initial node selection process, we introduced two heuristic information to measure node-influence: priority selected nodes that were less likely to be activated by the precursor node; considered the impact of successors, especially multi-level successors node on the influence of spread. Based on this, a new ant colony optimization algorithm was proposed. The experiments showed that our method improved the problem of initial node selection, which was easy to fall into the local optimum, the results were better than the greedy method and the traditional ant colony optimization algorithm in the efficiency(raise 25%) and range of initial node dissemination(add 150 nodes).

Key words: social network, ant colony, influence maximization, spread of information, heuristic algorithm

CLC Number: 

  • TP30

Fig.1

Only one active precursor node"

Fig.2

IM-ACO algorithmic overall framework"

Table 1

Dataset information"

数据集 节点数 边数
NetHEPT 15 233 62 794
Wiki_vote 7 115 103 689
Slashdot 77 360 905 468

Fig.3

Convergence for the wiki_vote dataset algorithm"

Fig.4

Activation range comparison chart"

Fig.5

Comparison of diffusion steps for different diffusion ranges of NetHEPT"

Fig.6

Comparison of diffusion steps for different diffusion initial nodes of NetHEPT"

1 PIGI Kouki. Resolution, recommendation, and explan-ation in richly structured social networks[D]. Santa Cruz, USA: University of California, 2018.
2 CHEN Rui , HUA Qingyi , CHANG Yanshuo , et al. A survey of collaborative filtering-based recommender systems: from traditional methods to hybrid methods based on social networks[J]. IEEE Access, 2018, 6, 64301- 64320.
doi: 10.1109/ACCESS.2018.2877208
3 KUHUNHE Alan , MD ABDUL Alim , LI Xiang , et al. Multiplex influence maximization in online social net-works with heterogeneous diffusion models[J]. IEEE Transactions on Computational Social Systems, 2018, 5 (2): 418- 429.
doi: 10.1109/TCSS.2018.2813262
4 RODRIGUES Silva, RODRIGO Ferreira Rodrigues, VINICIUS Fonseca Vieira, et al. Influence maximization in Network by genetic algorithm on linear threshold model[C]//Proceedings of the Computational Science and Its Applications-ICCSA 2018-18th International Conference. Melbourne, Australia: IEEE, 2018: 96-109.
5 KEMPE D, KLEINBERG J, TARDOSÉ. Maximizing the spread of influence through a social network[C]//Proceedings of the 9th ACM SIGKDD International Conf-erence on Knowledge Discovery and Data Mining. Washington, USA: ACM, 2003: 137-146.
6 CHEN Wei, WANG Yajun, YANG Siyu. Efficient influence maximization in social networks[C]//Proceedings of the 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Paris, France: ACM, 2009: 199-208.
7 LESKOVEC J, KRAUSE A, GUESTRIN C, et al. Cost-effective outbreak detection in networks[C]//Proceedings of the 13th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. New York, USA: ACM, 2007: 420-429.
8 GOYAL Amit, LU Wei, LAKSHMANAN Lakes. Celf++: optimizing the greedy algorithm for influence maximization in social networks[C]//Proceedings of the 20th International Conference Companion on World Wide Web. New York, USA: ACM, 2011: 47-48.
9 CHEN Wei, YUAN Yifei, ZHANG Li. Scalable influence maximization in social networks under the linear threshold model[C]//Proceedings of the 10th IEEE International Conference on Data Mining. Sydney, Australia: IEEE, 2010: 88-97.
10 LI Weihua, BAI Quan, ZHANG Minjie. Modelling multiple influences diffusion in on-line social networks[C]//Proceedings of the 17th International Conference on Autonomous Agents and MultiAgent Systems. Stockholm, Sweden: ACM, 2018: 1053-1061.
11 田家堂, 王轶彤, 冯小军. 一种新型的社会网络影响最大化算法[J]. 计算机学报, 2011, 34 (10): 1956- 1965.
TIAN Jiatang , WANG Yitong , FENG Xiaojun . A wew social network influence maximization algorithm[J]. Chinese Journal of Computers, 2011, 34 (10): 1956- 1965.
12 陈浩, 王轶彤. 基于阈值的社交网络影响力最大化算法[J]. 计算机研究与发展, 2012, 49 (10): 2181- 2188.
CHEN Hao , WANG Yitong . A social network influence maximization algorithm based on threshold[J]. Journal of Computer Research and Development, 2012, 49 (10): 2181- 2188.
13 SUPREET Mandala , SOUNDAR Kumara , CALYAMPUDI Rao , et al. Clustering social networks using ant colony optimization[J]. Operational Research, 2013, 13 (1): 47- 65.
14 WU Yanfei, ZHU Yanqin, YANG Zhe. Routing algorithm based on ant colony optimization for mobile social network[C]// Proceedings of the 18th International Conference on Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing. Kanazawa, Japan: IEEE, 2017: 297-302.
15 YANG W , WENG S , GUESTRIN C , et al. Application of the ant colony optimization algorithm to the influence-maximization problem[J]. International Journal of Swarm Intelligence and Evolutionary Computation, 2012, 1 (1): 1- 8.
16 覃俊, 易金莉. 基于前驱后继节点的社会网络影响最大化算法[J]. 中南民族大学学报(自然科学版), 2016, 35 (4): 95- 100.
QIN Jun , YI Jinli . Social network impact maximization algorithm based on predecessor successor node[J]. Journal of South-Central University for Nationalities, 2016, 35 (4): 95- 100.
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