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Frontiers of Computer Science

ISSN 2095-2228

ISSN 2095-2236(Online)

CN 10-1014/TP

Postal Subscription Code 80-970

2018 Impact Factor: 1.129

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Front. Comput. Sci.    2024, Vol. 18 Issue (1) : 181337    https://doi.org/10.1007/s11704-023-2776-7
Artificial Intelligence
Adaptive fusion of structure and attribute guided polarized communities search
Fanyi YANG1, Huifang MA1,2(), Wentao WANG1, Zhixin LI2, Liang CHANG3
1. College of Computer Science and Engineering, Northwest Normal University, Lanzhou 730070, China
2. Key Lab of Education Blockchain and Intelligent Technology (Ministry of Education), Guangxi Normal University, Guilin 541004, China
3. Guangxi Key Laboratory of Trusted Software, Guilin University of Electronic Technology, Guilin 541004, China
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Corresponding Author(s): Huifang MA   
About author:

Peng Lei and Charity Ngina Mwangi contributed equally to this work.
Just Accepted Date: 30 August 2023   Issue Date: 15 November 2023
 Cite this article:   
Fanyi YANG,Huifang MA,Wentao WANG, et al. Adaptive fusion of structure and attribute guided polarized communities search[J]. Front. Comput. Sci., 2024, 18(1): 181337.
 URL:  
https://academic.hep.com.cn/fcs/EN/10.1007/s11704-023-2776-7
https://academic.hep.com.cn/fcs/EN/Y2024/V18/I1/181337
Methods Epinions Slashdot
Precision recall F1 Precision Recall F1
PolarSeeds 0.747 0.711 0.729 0.785 0.769 0.777
RE 0.631 0.618 0.624 0.674 0.658 0.667
Timbal 0.673 0.652 0.662 0.719 0.694 0.706
PolarSeeds+Attri 0.754 0.729 0.741 0.799 0.782 0.790
Timbal+Attri 0.689 0.671 0.680 0.782 0.716 0.722
PCAS-noAttri 0.729 0.706 0.717 0.773 0.756 0.764
PCAS-Factor 0.774 0.743 0.758 0.803 0.797 0.801
PCAS 0.793 0.750 0.771 0.821 0.804 0.812
Tab.1  Comparisons of overall performance between PCAS and baselines
1 N, Mahdavi-Amiri S H Nasseri . Duality results and a dual simplex method for linear programming problems with trapezoidal fuzzy variables. Fuzzy Sets and Systems, 2007, 158( 17): 1961–1978
2 F, Bonchi E, Galimberti A, Gionis B, Ordozgoiti G Ruffo . Discovering polarized communities in signed networks. In: Proceedings of the 28th ACM International Conference on Information and Knowledge Management. 2019, 961–970
3 H, Xiao B, Ordozgoiti A Gionis . Searching for polarization in signed graphs: a local spectral approach. In: Proceedings of the Web Conference 2020. 2020, 362–372
4 B, Ordozgoiti A, Matakos A Gionis . Finding large balanced subgraphs in signed networks. In: Proceedings of the Web Conference 2020. 2020, 1378–1388
[1] FCS-22776-OF-FY_suppl_1 Download
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