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Analysis of Influence Contribution in Social Advertising

Summary: ICA for influencer campaigns in OSNs is framed via Shapley-value rationale to quantify each influencer's contribution. It yields a linear-time exact solution under LT and a FPRAS for IC with scalable sampling, with experiments showing improved attribution and efficiency. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
12824
Venue
VLDB
Year
2022
Pagerank
4.6085729e-05
Overall Rank
8,003 | 44.33%
DOI
10.14778/3484946.3489514

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 3 of 3 citing papers.

Rank Citing Paper Year Venue Pagerank
10,392 Shapley Value Estimation Based on Differential Matrix 2025 SIGMOD 4.1945683e-05
11,005 Influence Maximization via Vertex Countering 2024 VLDB 4.1945683e-05
11,080 Fast and Space-Efficient Parallel Algorithms for Influence Maximization 2024 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 22 of 22 cited papers.

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

Rank Cited Paper Year Venue Pagerank
90 A Data-Based Approach to Social Influence Maximization 2012 VLDB 0.00052068982
180 Influence Maximization: Near-Optimal Time Complexity Meets Practical Efficiency 2014 SIGMOD 0.00037135181
337 Influence Maximization in Near-Linear Time: A Martingale Approach 2015 SIGMOD 0.00027011645
436 Stop-and-Stare: Optimal Sampling Algorithms for Viral Marketing in Billion-scale Networks 2016 SIGMOD 0.00023259324
1,652 Debunking the Myths of Influence Maximization: An In-Depth Benchmarking Study 2017 SIGMOD 0.00011010086
1,801 Online Processing Algorithms for Influence Maximization 2018 SIGMOD 0.00010510943
1,850 Real-time Targeted Influence Maximization for Online Advertisements 2015 VLDB 0.00010328335
2,220 Holistic Influence Maximization: Combining Scalability and Efficiency with Opinion-Aware Models 2016 SIGMOD 9.2622402e-05
2,371 From Competition to Complementarity: Comparative Influence Diffusion and Maximization 2016 VLDB 8.9482922e-05
2,486 Efficient Algorithms for Budgeted Influence Maximization on Massive Social Networks 2020 VLDB 8.6741469e-05
2,490 Online Topic-Aware Influence Maximization 2015 VLDB 8.6584707e-05
2,664 Influence Maximization Revisited: Efficient Reverse Reachable Set Generation with Bound Tightened 2020 SIGMOD 8.3512717e-05
4,109 Viral Marketing Meets Social Advertising: Ad Allocation with Minimum Regret 2015 VLDB 6.4432261e-05
4,220 Revisiting the Stop-and-Stare Algorithms for Influence Maximization 2017 VLDB 6.3493792e-05
4,371 Real-Time Influence Maximization on Dynamic Social Streams 2017 VLDB 6.2459569e-05
5,083 Revenue Maximization in Incentivized Social Advertising 2017 VLDB 5.7108274e-05
5,090 Efficient Algorithms for Adaptive Influence Maximization 2018 VLDB 5.7042676e-05
5,170 Pricing Influential Nodes in Online Social Networks 2020 VLDB 5.6471109e-05
6,086 Continuous Influence Maximization: What Discounts Should We Offer to Social Network Users? 2016 SIGMOD 5.21857e-05
6,158 The Solution Distribution of Influence Maximization: A High-level Experimental Study on Three Algorithmic Approaches 2020 SIGMOD 5.1800945e-05
6,179 Efficient Approximation Algorithms for Adaptive Seed Minimization 2019 SIGMOD 5.1691599e-05
7,904 Coarsening Massive Influence Networks for Scalable Diffusion Analysis 2017 SIGMOD 4.6214923e-05
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