Collective Influence Maximization for Multiple Competing Products with an Awareness-to-Influence Model
Summary: Two-phase Awareness-to-Influence (AtI) IM for multiple competing products: awareness propagates first, then users adopt the most preferred product. GCW treats products as agents in a monotone utility game, yielding efficient best-response with guarantees and scalable evaluation on large social networks. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
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Incoming Citations (Sorted by Pagerank)
Showing 4 of 4 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 7,798 | Triangular Stability Maximization by Influence Spread over Social Networks | 2023 | VLDB | 4.6482149e-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 |
| 11,139 | Host Profit Maximization: Leveraging Performance Incentives and User Flexibility | 2024 | VLDB | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 7 of 7 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 | 0.00037135181 |
| 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 |
| 1,850 | 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 |
| 4,220 | Revisiting the Stop-and-Stare Algorithms for Influence Maximization | 2017 | VLDB | 6.3493792e-05 |
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