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Stop-and-Stare: Optimal Sampling Algorithms for Viral Marketing in Billion-scale Networks

Summary: SSA and D-SSA: fast sampling frameworks for Influence Maximization in billion-scale networks, offering up to 1200× speedups over IMM with (1−1/e−ε) guarantee. Stop-and-Stare uses exponential checkpoints to certify quality, achieving minimal sampling with strong theoretical guarantees. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
hc39d5dbaa341965d
Venue
SIGMOD
Year
2016
Pagerank
0.0001796092
Overall Rank
455 | 96.95%
DOI
10.1145/2882903.2915207

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{nguyen_sigmod16,
        title = {{Stop-and-Stare: Optimal Sampling Algorithms for Viral Marketing in Billion-scale Networks}},
        author = {Nguyen, Hung T. and Thai, My T. and Dinh, Thang N.},
        series = {{SIGMOD} '16},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2882903.2915207},
        url = {https://dl.acm.org/doi/10.1145/2882903.2915207},
        year = {2016}
}

Incoming Citations (Sorted by Pagerank)

Showing 34 of 34 citing papers.

Rank Citing Paper Year Venue Pagerank
1,474 Online Processing Algorithms for Influence Maximization 2018 SIGMOD 0.00010556999
1,553 Debunking the Myths of Influence Maximization: An In-Depth Benchmarking Study 2017 SIGMOD 0.0001027493
2,278 Influence Maximization Revisited: Efficient Reverse Reachable Set Generation with Bound Tightened 2020 SIGMOD 8.7070902e-05
2,697 Efficient Algorithms for Budgeted Influence Maximization on Massive Social Networks 2020 VLDB 8.1202432e-05
3,554 Revisiting the Stop-and-Stare Algorithms for Influence Maximization 2017 VLDB 7.2088217e-05
4,054 Real-Time Influence Maximization on Dynamic Social Streams 2017 VLDB 6.8274063e-05
4,652 Efficient Algorithms for Adaptive Influence Maximization 2018 VLDB 6.485164e-05
4,911 Revenue Maximization in Incentivized Social Advertising 2017 VLDB 6.3580802e-05
5,202 Pricing Influential Nodes in Online Social Networks 2020 VLDB 6.2317454e-05
5,301 Discovering Your Selling Points: Personalized Social Influential Tags Exploration 2017 SIGMOD 6.189668e-05
5,688 Efficient Approximation Algorithms for Adaptive Seed Minimization 2019 SIGMOD 6.0356384e-05
5,872 The Solution Distribution of Influence Maximization: A High-level Experimental Study on Three Algorithmic Approaches 2020 SIGMOD 5.9639045e-05
5,980 Maximizing Welfare in Social Networks under A Utility Driven Influence Diffusion model 2019 SIGMOD 5.9281309e-05
6,342 CHASSIS: Conformity Meets Online Information Diffusion 2020 SIGMOD 5.8092399e-05
7,294 Misinformation Mitigation under Differential Propagation Rates and Temporal Penalties 2022 VLDB 5.5635731e-05
7,310 Collective Influence Maximization for Multiple Competing Products with an Awareness-to-Influence Model 2021 VLDB 5.5566021e-05
7,445 Analysis of Influence Contribution in Social Advertising 2022 VLDB 5.5247739e-05
7,913 Triangular Stability Maximization by Influence Spread over Social Networks 2023 VLDB 5.4277727e-05
8,127 Coarsening Massive Influence Networks for Scalable Diffusion Analysis 2017 SIGMOD 5.3940983e-05
8,375 Popularity Ratio Maximization: Surpassing Competitors through Influence Propagation 2023 SIGMOD 5.3439079e-05
8,496 Efficient Influence Minimization via Node Blocking 2024 VLDB 5.3301662e-05
8,757 Maximizing Social Welfare in a Competitive Diffusion Model 2021 VLDB 5.2840289e-05
8,978 Efficient and Effective Algorithms for Revenue Maximization in Social Advertising 2021 SIGMOD 5.2448813e-05
9,076 Efficient Approximation Algorithms for Minimum Cost Seed Selection with Probabilistic Coverage Guarantee 2024 SIGMOD 5.2283159e-05
9,416 Minimum Vertex Augmentation 2021 VLDB 5.1804375e-05
9,952 Efficient and Effective Algorithms for A Family of Influence Maximization Problems with A Matroid Constraint 2025 VLDB 5.1038322e-05
10,600 Time-Critical Influence Minimization via Node Blocking 2026 SIGMOD 4.9793485e-05
10,682 Robust Fair Influence Maximization under Multiple Community Partitions 2026 SIGMOD 4.9793485e-05
10,871 Efficient GPU-Accelerated Adaptive Minimum Cost Seed Selection 2026 VLDB 4.9793485e-05
11,058 Augmenting Social Influence of Uncertain Seeds via Probabilistic Link Insertion 2026 VLDB 4.9793485e-05
11,554 Influence Maximization via Vertex Countering 2024 VLDB 4.9793485e-05
11,663 Host Profit Maximization: Leveraging Performance Incentives and User Flexibility 2024 VLDB 4.9793485e-05
11,718 Mitigating Filter Bubbles Under a Competitive Diffusion Model 2023 SIGMOD 4.9793485e-05
11,970 To Intervene or Not To Intervene: Cost based Intervention for Combating Fake News 2021 SIGMOD 4.9793485e-05
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