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The Solution Distribution of Influence Maximization: A High-level Experimental Study on Three Algorithmic Approaches

Summary: Implementation-agnostic study of Oneshot, Snapshot, RIS analyzes random-solution distributions and the impact of sample size on quality. With enough samples, solutions converge to a unique optimum; Oneshot for limited memory, RIS for large networks, Snapshot for small networks. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5778
Venue
SIGMOD
Year
2020
Pagerank
5.1751218e-05
Overall Rank
6,159 | 57.20%
DOI
10.1145/3318464.3380564

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 5 of 5 citing papers.

Rank Citing Paper Year Venue Pagerank
8,007 Analysis of Influence Contribution in Social Advertising 2022 VLDB 4.604154e-05
8,808 Efficient and Effective Algorithms for Revenue Maximization in Social Advertising 2021 SIGMOD 4.4413146e-05
9,095 Scapin: Scalable Graph Structure Perturbation by Augmented Influence Maximization 2023 SIGMOD 4.3925641e-05
11,008 Influence Maximization via Vertex Countering 2024 VLDB 4.1905499e-05
11,083 Fast and Space-Efficient Parallel Algorithms for Influence Maximization 2024 VLDB 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 11 of 11 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
180 Influence Maximization: Near-Optimal Time Complexity Meets Practical Efficiency 2014 SIGMOD 0.00037101192
338 Influence Maximization in Near-Linear Time: A Martingale Approach 2015 SIGMOD 0.00026987013
437 Stop-and-Stare: Optimal Sampling Algorithms for Viral Marketing in Billion-scale Networks 2016 SIGMOD 0.00023237348
1,652 Debunking the Myths of Influence Maximization: An In-Depth Benchmarking Study 2017 SIGMOD 0.00010999442
1,798 Online Processing Algorithms for Influence Maximization 2018 SIGMOD 0.00010500792
1,809 Computing Personalized PageRank Quickly by Exploiting Graph Structures 2014 VLDB 0.00010472588
2,226 Holistic Influence Maximization: Combining Scalability and Efficiency with Opinion-Aware Models 2016 SIGMOD 9.2532857e-05
4,219 Revisiting the Stop-and-Stare Algorithms for Influence Maximization 2017 VLDB 6.3432726e-05
7,320 Dynamic Influence Analysis in Evolving Networks 2016 VLDB 4.7579928e-05
7,903 Coarsening Massive Influence Networks for Scalable Diffusion Analysis 2017 SIGMOD 4.6170606e-05
8,626 Finding Seeds and Relevant Tags Jointly: For Targeted Influence Maximization in Social Networks 2018 SIGMOD 4.4774498e-05
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Overall Rank Paper Year Venue Pagerank
7,903 Coarsening Massive Influence Networks for Scalable Diffusion Analysis 2017 SIGMOD 4.6170606e-05
2,668 Influence Maximization Revisited: Efficient Reverse Reachable Set Generation with Bound Tightened 2020 SIGMOD 8.3432296e-05
4,369 Real-Time Influence Maximization on Dynamic Social Streams 2017 VLDB 6.2399378e-05
7,800 Triangular Stability Maximization by Influence Spread over Social Networks 2023 VLDB 4.6437574e-05
338 Influence Maximization in Near-Linear Time: A Martingale Approach 2015 SIGMOD 0.00026987013
2,485 Efficient Algorithms for Budgeted Influence Maximization on Massive Social Networks 2020 VLDB 8.6657901e-05
5,092 Efficient Algorithms for Adaptive Influence Maximization 2018 VLDB 5.6987819e-05
1,652 Debunking the Myths of Influence Maximization: An In-Depth Benchmarking Study 2017 SIGMOD 0.00010999442
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