Reflection on Community-Diversified Influence Maximization in Social Networks

Notes or commentaries


Li, Jianxin, Cai, Taotao, Ke, Deng, Sellis, Timos and Xia, Feng. 2026. "Reflection on Community-Diversified Influence Maximization in Social Networks." Information Systems. 136. https://doi.org/10.1016/j.is.2025.102630
Article Title

Reflection on Community-Diversified Influence Maximization in Social Networks

ERA Journal ID39628
Article CategoryNotes or commentaries
AuthorsLi, Jianxin, Cai, Taotao, Ke, Deng, Sellis, Timos and Xia, Feng
Journal TitleInformation Systems
Journal Citation136
Article Number102630
Number of Pages2
Year2026
PublisherElsevier
Place of PublicationUnited Kingdom
ISSN0306-4379
1873-6076
Digital Object Identifier (DOI)https://doi.org/10.1016/j.is.2025.102630
Web Address (URL)https://www.sciencedirect.com/science/article/pii/S0306437925001164
Abstract

To celebrate the 50th Anniversary of the Information Systems Journal, we are delighted to share our research reflections on the article “Community-diversified influence maximization in social networks” published at Information Systems in 2020. Our reflections will highlight the impact of this article on the authors’ research trajectories, its influence on the broader research community, and its contributions to industry practice.

KeywordsSocial community; Influence maximization; Diversified influence propagation
Contains Sensitive ContentDoes not contain sensitive content
ANZSRC Field of Research 2020460207. Modelling and simulation
Byline AffiliationsEdith Cowan University
School of Science, Engineering & Digital Technologies- Maths,Physics & Computing
Royal Melbourne Institute of Technology (RMIT)
Archimedes AI, Greece
Permalink -

https://research.usq.edu.au/item/1013w9/reflection-on-community-diversified-influence-maximization-in-social-networks

Download files


Published Version
1-s2.0-S0306437925001164-main.pdf
License: CC BY 4.0
File access level: Anyone

  • 19
    total views
  • 2
    total downloads
  • 19
    views this month
  • 2
    downloads this month

Export as

Related outputs

LG-Umer: UNet-like Network Integrate Local-Global Feature with Novel Attention for Road Extraction from Remote Sensing Images
Niu, Penghui, Cai, Taotao, Zhang, Yajuan, Zhang, Ping, Xu, Wenjia, Gu, Junhua and Han, Jungong. 2025. "LG-Umer: UNet-like Network Integrate Local-Global Feature with Novel Attention for Road Extraction from Remote Sensing Images." IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. 18, pp. 21755-21768. https://doi.org/10.1109/JSTARS.2025.3573735
AI-generated content in cross-domain applications: Research trends, challenges and propositions
Li, Jianxin, Qu, Liang, Cai, Taotao, Zhao, Zhixue, Hasan, Nur Al Hasan, Krishna, Aneesh, Kong, Xiangjie, Macau, Flavio Romero, Chakraborty, Tanmoy, Deroy, Aniket, Lin, Binshan, Blackmore, Karen, Noman, Nasimul, Cheng, Jingxian, Cui, Ningning and Xu, Jianliang. 2025. "AI-generated content in cross-domain applications: Research trends, challenges and propositions." Knowledge-Based Systems. 330 (Part B). https://doi.org/10.1016/j.knosys.2025.114634
Personalized Short-Term and Periodic Long-Term Preferences Modeling With Contrastive Learning for Next POI Recommendation
Li, Mo, Zhao, Zhaosong, Ma, Mingyang, Ding, Linlin and Cai, Taotao. 2025. "Personalized Short-Term and Periodic Long-Term Preferences Modeling With Contrastive Learning for Next POI Recommendation." IEEE Transactions on Computational Social Systems. https://doi.org/10.1109/TCSS.2025.3623134
Deep learning model inversion attacks and defenses: a comprehensive survey
Yang, Wencheng, Wang, Song, Wu, Di, Cai, Taotao, Zhu, Yanming, Wei, Shicheng, Zhang, Yiying, Yang, Xu, Tang, Zhaohui and Li, Yan. 2025. "Deep learning model inversion attacks and defenses: a comprehensive survey." Artificial Intelligence Review: an international survey and tutorial journal. 58 (8). https://doi.org/10.1007/s10462-025-11248-0
Causal integration in graph neural networks toward enhanced classification: benchmarking and advancements for robust performance
Job, Simi, Tao, Xiaohui, Cai, Taotao, Li, Lin, Sheng, Quan Z, Xie, Haoran and Yong, Jianming. 2025. "Causal integration in graph neural networks toward enhanced classification: benchmarking and advancements for robust performance." World Wide Web. 28 (3). https://doi.org/10.1007/s11280-025-01343-1
Exploring Causal Learning Through Graph Neural Networks: An In-Depth Review
Job, Simi, Tao, Xiaohui, Cai, Taotao, Xie, Haoran, Li, Lin, Li, Qing and Yong, J.Jianming. 2025. "Exploring Causal Learning Through Graph Neural Networks: An In-Depth Review." WIREs Data Mining and Knowledge Discovery. 15 (2). https://doi.org/10.1002/widm.70024
HebCGNN: Hebbian-enabled causal classification integrating dynamic impact valuing
Job, Simi, Tao, Xiaohui, Cai, Taotao, Li, Lin, Xie, Haoran, Xu, Cai and Yong, Jianming. 2025. "HebCGNN: Hebbian-enabled causal classification integrating dynamic impact valuing." Knowledge-Based Systems. 311. https://doi.org/10.1016/j.knosys.2025.113094
A Survey on Truth Discovery: Concepts, Methods, Applications, and Opportunities
Wang, Shuang, Zhang, He, Sheng, Quan Z., Li, Xiaoping, Sun, Zhu, Cai, Taotao, Zhang, Wei Emma, Yang, Jian and Gao, Qing. 2025. "A Survey on Truth Discovery: Concepts, Methods, Applications, and Opportunities." IEEE Transactions on Big Data. 11 (2), pp. 314-332. https://doi.org/10.1109/TBDATA.2024.3423677
A Survey on Multi-View Knowledge Graph: Generation, Fusion, Applications and Future Directions
Yang, Zihan, Tao, Xiaohui, Cai, Taotao, Tang, Yifu, Xie, Haoran, Li, Lin, Li, Jianxin and Li, Qing. 2024. "A Survey on Multi-View Knowledge Graph: Generation, Fusion, Applications and Future Directions." 33rd International Joint Conference on Artificial Intelligence (IJCAI-24). Jeju, Korea 03 - 09 Aug 2024 Korea. https://doi.org/10.24963/ijcai.2025/1197
ECS-STPM: An Efficient Model for Tunnel Fire Anomaly Detection
Song, Huansheng, Wen, Ya, Song, Xiangyu, Sun, ShiJie, Cai, Taotao and Li, Jianxin. 2024. "ECS-STPM: An Efficient Model for Tunnel Fire Anomaly Detection." 7th International Joint Conference on Asia-Pacific Web and Web-Age Information Management (APWeb-WAIM 2023). Wuhan, China 06 - 08 Oct 2023 Singapore . Springer. https://doi.org/10.1007/978-981-97-2421-5_19
MDCGA-Net: Multi-Scale Direction Context-Aware Network with Global Attention for Building Extraction from Remote Sensing Images
Niu, Penghui, Gu, Junhua, Zhang, Yajuan, Zhang, Ping, Cai, Taotao, Xu, Wenjia and Han, Jungong. 2024. "MDCGA-Net: Multi-Scale Direction Context-Aware Network with Global Attention for Building Extraction from Remote Sensing Images." IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. 17, pp. 8461-8476. https://doi.org/10.1109/JSTARS.2024.3387969
YOLO-SA: An Efficient Object Detection Model Based on Self-attention Mechanism
Li, Ang, Song, Xiangyu, Sun, ShiJie, Zhang, Zhaoyang, Cai, Taotao and Song, Huansheng. 2024. "YOLO-SA: An Efficient Object Detection Model Based on Self-attention Mechanism." 7th International Joint Conference on Asia-Pacific Web and Web-Age Information Management (APWeb-WAIM 2023). Wuhan, China 06 - 08 Oct 2023 Singapore. Springer. https://doi.org/10.1007/978-981-97-2421-5_1
Special issue on link prediction in complex networks
Sheng, Michael, Cai, Taotao and Mahmood, Adnan. 2024. "Special issue on link prediction in complex networks." Computing. 106 (7), pp. 2079-2079. https://doi.org/10.1007/s00607-024-01298-7
Optimal Treatment Strategies for Critical Patients with Deep Reinforcement Learning
Job, Simi, Tao, Xiaohui, Li, Lin, Xie, Haoran, Cai, Taotao, Yong, Jianming and Li, Qing. 2024. "Optimal Treatment Strategies for Critical Patients with Deep Reinforcement Learning ." ACM Transactions on Intelligent Systems and Technology. 15 (2), pp. 1-22. https://doi.org/10.1145/3643856
Robust equivalent circuit model parameters identification scheme for State of Charge (SOC) estimation based on maximum correntropy criterion
Zhang, Kexin, Zhao, Xuezhuan, Chen, Yu, Wu, Di, Cai, Taotao, Wang, Yi, Li, Lingling and Zhang, Ji. 2024. "Robust equivalent circuit model parameters identification scheme for State of Charge (SOC) estimation based on maximum correntropy criterion." International Journal of Electrochemical Science. 19 (5). https://doi.org/10.1016/j.ijoes.2024.100558
FRAMU: Attention-based Machine Unlearning using Federated Reinforcement Learning
Shaik, Thanveer, Tao, Xiaohui, Li, Lin, Xie, Haoran, Cai, Taotao, Zhu, Xiaofeng and Li, Qing. 2024. "FRAMU: Attention-based Machine Unlearning using Federated Reinforcement Learning ." IEEE Transactions on Knowledge and Data Engineering. 36 (10), pp. 5153-5167. https://doi.org/10.1109/TKDE.2024.3382726
Reconnecting the Estranged Relationships: Optimizing the Influence Propagation in Evolving Networks
Cai, Taotao, Lei, Qi, Sheng, Quan Z., Cui, Ningning, Yang, Shuiqiao, Yang, Jian, Zhang, Wei Emma and Mahmood, Adnan. 2024. "Reconnecting the Estranged Relationships: Optimizing the Influence Propagation in Evolving Networks." IEEE Transactions on Knowledge and Data Engineering. 36 (5), pp. 2151-2165. https://doi.org/10.1109/TKDE.2023.3316268
Top-k socio-spatial co-engaged location selection for social users
Hasan Haldar, Nur Al, Li, Jianxin, Ali, Mohammed Eunus, Cai, Taotao, Chen, Yunliang, Sellis, Timos and Reynolds, Mark. 2023. "Top-k socio-spatial co-engaged location selection for social users." IEEE Transactions on Knowledge and Data Engineering. 35 (5), pp. 5325-5340. https://doi.org/10.1109/TKDE.2022.3151095
Towards Multi-User, Secure, and Verifiable kNN Query in Cloud Database
Cui, Ningning, Qian, Kang, Cai, Taotao, Li, Jianxin, Yang, Xiaochun, Cui, Jie and Zhong, Hong. 2023. "Towards Multi-User, Secure, and Verifiable kNN Query in Cloud Database." IEEE Transactions on Knowledge and Data Engineering. 35 (9), pp. 9333-9349. https://doi.org/10.1109/TKDE.2023.3237879
Incremental graph computation: Anchored Vertex Tracking in Dynamic Social Networks
Cai, Taotao, Yang, Shuiqiao, Li, Jianxin, Sheng, Quan Z., Yang, Jian, Wang, Xin, Zhang, Wei Emma and Gao, Longxiang. 2023. "Incremental graph computation: Anchored Vertex Tracking in Dynamic Social Networks." IEEE Transactions on Knowledge and Data Engineering. 35 (7), pp. 7030-7044. https://doi.org/10.1109/TKDE.2022.3199494
A Generative Adversarial Active Learning Method for Effective Outlier Detection
Bah, Mohamed Jaward, Zhang, Ji, Yu, Ting, Xia, Feng, Li, Zhao, Zhou, Shuigeng and Wang, Hongzhi. 2023. "A Generative Adversarial Active Learning Method for Effective Outlier Detection." 34th International Conference on Tools with Artificial Intelligence (ICTAI 2022). Macao, China 31 Oct - 02 Nov 2022 United States. IEEE (Institute of Electrical and Electronics Engineers). https://doi.org/10.1109/ICTAI56018.2022.00027
Dynamic Correlation Adjacency Matrix Based Graph Neural Network for Traffic Flow Prediction
Gu, Junhua, Jia, Zhihao, Cai, Taotao, Song, Xiangyu and Mahmood, Adnan. 2023. "Dynamic Correlation Adjacency Matrix Based Graph Neural Network for Traffic Flow Prediction." Sensors. 23 (6). https://doi.org/10.3390/s23062897
Coupled online sequential extreme learning machine model with ant colony optimization algorithm for wheat yield prediction
Ali, Mumtaz, Deo, Ravinesh C., Xiang, Yong, Prasad, Ramendra, Li, Jianxin, Farooque, Aitazaz and Yaseen, Zaher Mundher. 2022. "Coupled online sequential extreme learning machine model with ant colony optimization algorithm for wheat yield prediction." Scientific Reports. 12 (1), pp. 1-23. https://doi.org/10.1038/s41598-022-09482-5
Robust cross-network node classification via constrained graph mutual information
Yang, Shuiqiao, Cai, Borui, Cai, Taotao, Song, Xiangyu, Jiang, Jiaojiao, Li, Bing and Li, Jianxin. 2022. "Robust cross-network node classification via constrained graph mutual information." Knowledge-Based Systems. 257. https://doi.org/10.1016/j.knosys.2022.109852
A survey on deep learning based knowledge tracing
Song, Xiangyu, Li, Jianxin, Cai, Taotao, Yang, Shuiqiao, Yang, Tingting and Liu, Chengfei. 2022. "A survey on deep learning based knowledge tracing." Knowledge-Based Systems. 258. https://doi.org/10.1016/j.knosys.2022.110036
Target-Aware Holistic Influence Maximization in Spatial Social Networks
Cai, Taotao, Li, Jianxin, Mian, Ajmal, Li, Rong-Hua, Sellis, Timos and Yu, Jeffrey Xu. 2022. "Target-Aware Holistic Influence Maximization in Spatial Social Networks ." IEEE Transactions on Knowledge and Data Engineering. 34 (4), pp. 1993-2007. https://doi.org/10.1109/TKDE.2020.3003047
Self-supervised cross-iterative clustering for unlabeled plant disease images
Fang, Uno, Li, J., Lu, X., Gao, Longxiang, Ali, Mumtaz and Xiang, Yong. 2021. "Self-supervised cross-iterative clustering for unlabeled plant disease images." Neurocomputing. 456, pp. 36-48. https://doi.org/10.1016/j.neucom.2021.05.066
Community-diversity Driven Influence Maximization on Social Networks
Li, Jianxin, Cai, Taotao, Ke, Deng, Wang, Xinjue, Sellis, Timos and Xia, Feng. 2020. "Community-diversity Driven Influence Maximization on Social Networks." Information Systems. 92. https://doi.org/10.1016/j.is.2020.101522
Anchor vertex selection for enhanced reliability of traffic offloading service in edge-enabled mobile P2P social networks
Zhang, Hengda, Wang, Xiaofei, Fan, Hao, Cai, Taotao, Li, Jianxin, Li, Xiuhua and Leung, Victor C. M.. 2020. "Anchor vertex selection for enhanced reliability of traffic offloading service in edge-enabled mobile P2P social networks." Journal of Communications and Information Networks. 5 (2), pp. 217-224. https://doi.org/10.23919/JCIN.2020.9130437
Anchored Vertex Exploration for Community Engagement in Social Networks
Cai, Taotao, Li, Jianxin, Hasan Haldar, Nur Al, Mian, Ajmal, Yearwood, John and Sellis, Timos. 2020. "Anchored Vertex Exploration for Community Engagement in Social Networks ." 2020 IEEE 36th International Conference on Data Engineering (ICDE). Dallas, United States 20 - 24 Apr 2020 United States. IEEE (Institute of Electrical and Electronics Engineers). https://doi.org/10.1109/ICDE48307.2020.00042
Correlate Influential News Article Events to Stock Quote Movement
Mandalapu, Arun Chaitanya, Gunabalan, Saranya, Sadineni, Avinash, Cai, Taotao, Hasan, Nur Al Hasan and Li, Jianxin. 2019. "Correlate Influential News Article Events to Stock Quote Movement ." Li, Jianxin, Wang, Sen, Qin, Shaowen, Li, Xue and Wang, Shuliang (ed.) 15th International Conference on Advanced Data Mining and Applications. Dalian, China 21 - 23 Nov 2019 Switzerland. Springer. https://doi.org/10.1007/978-3-030-35231-8_24
Holistic Influence Maximization for Targeted Advertisements in Spatial Social Networks
Li, Jianxin, Cai, Taotao, Mian, Ajmal, Li, Rong-Hua, Sellis, Timos and Yu, Jeffrey Xu. 2018. "Holistic Influence Maximization for Targeted Advertisements in Spatial Social Networks ." 2018 IEEE 34th International Conference on Data Engineering (ICDE). Paris, France 16 - 19 Apr 2018 United States. IEEE (Institute of Electrical and Electronics Engineers). https://doi.org/10.1109/ICDE.2018.00145
Efficient Distance-based Representative Skyline Computation in 2D Space
Mao, Rui, Cai, Taotao, Li, Rong-Hua, Yu, Jeffery Xu and Li, Jianxin. 2017. "Efficient Distance-based Representative Skyline Computation in 2D Space." World Wide Web. 20 (4), pp. 621-638. https://doi.org/10.1007/s11280-016-0406-0
Efficient Algorithms for Distance-Based Representative Skyline Computation in 2D Space
Cai, Taotao, Li, Rong-Hua, Yu, Jeffrey Xu, Mao, Rui and Cai, Yadi. 2015. "Efficient Algorithms for Distance-Based Representative Skyline Computation in 2D Space ." 17th Asia-Pacific Web Conference (APWeb2015). Guangzhou, China 18 - 20 Sep 2015 Switzerland . Springer. https://doi.org/10.1007/978-3-319-25255-1_10