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Holistic Influence Maximization: Combining Scalability and Efficiency with Opinion-Aware Models

Summary: Holistic Influence Maximization via an opinion-cum-interaction model; Maximizing the Effective Opinion (MEO) is NP-hard and non-approximable. OSIM using EaSyIM as scalable baseline delivers practical real-dataset performance with ~5% spread deviation. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5120
Venue
SIGMOD
Year
2016
Pagerank
9.2622402e-05
Overall Rank
2,220 | 84.56%
DOI
10.1145/2882903.2882929

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 16 of 16 citing papers.

Rank Citing Paper Year Venue Pagerank
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
2,486 Efficient Algorithms for Budgeted Influence Maximization on Massive Social Networks 2020 VLDB 8.6741469e-05
2,664 Influence Maximization Revisited: Efficient Reverse Reachable Set Generation with Bound Tightened 2020 SIGMOD 8.3512717e-05
4,292 CHASSIS: Conformity Meets Online Information Diffusion 2020 SIGMOD 6.2885419e-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
6,669 Influence Maximization in Real-World Closed Social Networks 2023 VLDB 4.9677027e-05
7,396 Collective Influence Maximization for Multiple Competing Products with an Awareness-to-Influence Model 2021 VLDB 4.7419296e-05
7,798 Triangular Stability Maximization by Influence Spread over Social Networks 2023 VLDB 4.6482149e-05
8,003 Analysis of Influence Contribution in Social Advertising 2022 VLDB 4.6085729e-05
8,741 Efficient Approximation Algorithms for Minimum Cost Seed Selection with Probabilistic Coverage Guarantee 2024 SIGMOD 4.456315e-05
8,807 Efficient and Effective Algorithms for Revenue Maximization in Social Advertising 2021 SIGMOD 4.4455759e-05
9,097 Managing Conflicting Interests of Stakeholders in Influencer Marketing 2023 SIGMOD 4.3967784e-05
9,099 Minimum Vertex Augmentation 2021 VLDB 4.3967784e-05
11,208 Efficient Algorithm for Budgeted Adaptive Influence Maximization: An Incremental RR-set Update Approach 2023 SIGMOD 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 5 of 5 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
2,490 Online Topic-Aware Influence Maximization 2015 VLDB 8.6584707e-05
4,109 Viral Marketing Meets Social Advertising: Ad Allocation with Minimum Regret 2015 VLDB 6.4432261e-05
5,115 GetReal: Towards Realistic Selection of Influence Maximization Strategies in Competitive Networks 2015 SIGMOD 5.6853246e-05
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Overall Rank Paper Year Venue Pagerank
6,669 Influence Maximization in Real-World Closed Social Networks 2023 VLDB 4.9677027e-05
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1,652 Debunking the Myths of Influence Maximization: An In-Depth Benchmarking Study 2017 SIGMOD 0.00011010086
5,078 Efficient Location-Aware Influence Maximization 2014 SIGMOD 5.715243e-05
2,486 Efficient Algorithms for Budgeted Influence Maximization on Massive Social Networks 2020 VLDB 8.6741469e-05
5,090 Efficient Algorithms for Adaptive Influence Maximization 2018 VLDB 5.7042676e-05
1,801 Online Processing Algorithms for Influence Maximization 2018 SIGMOD 0.00010510943
4,371 Real-Time Influence Maximization on Dynamic Social Streams 2017 VLDB 6.2459569e-05
2,490 Online Topic-Aware Influence Maximization 2015 VLDB 8.6584707e-05
90 A Data-Based Approach to Social Influence Maximization 2012 VLDB 0.00052068982