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: 5121
Venue: SIGMOD
Year: 2016
Pagerank: 9.2532857e-05
Overall Rank: 2,226 | 84.54%
DOI: 10.1145/2882903.2882929

Incoming Non-self Citations Over Time

Authors

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	0.00010999442
1,798	Online Processing Algorithms for Influence Maximization	2018	SIGMOD	0.00010500792
2,485	Efficient Algorithms for Budgeted Influence Maximization on Massive Social Networks	2020	VLDB	8.6657901e-05
2,668	Influence Maximization Revisited: Efficient Reverse Reachable Set Generation with Bound Tightened	2020	SIGMOD	8.3432296e-05
4,284	CHASSIS: Conformity Meets Online Information Diffusion	2020	SIGMOD	6.2824978e-05
6,159	The Solution Distribution of Influence Maximization: A High-level Experimental Study on Three Algorithmic Approaches	2020	SIGMOD	5.1751218e-05
6,181	Efficient Approximation Algorithms for Adaptive Seed Minimization	2019	SIGMOD	5.1641945e-05
6,669	Influence Maximization in Real-World Closed Social Networks	2023	VLDB	4.9629357e-05
7,393	Collective Influence Maximization for Multiple Competing Products with an Awareness-to-Influence Model	2021	VLDB	4.7373814e-05
7,800	Triangular Stability Maximization by Influence Spread over Social Networks	2023	VLDB	4.6437574e-05
8,007	Analysis of Influence Contribution in Social Advertising	2022	VLDB	4.604154e-05
8,737	Efficient Approximation Algorithms for Minimum Cost Seed Selection with Probabilistic Coverage Guarantee	2024	SIGMOD	4.4520434e-05
8,808	Efficient and Effective Algorithms for Revenue Maximization in Social Advertising	2021	SIGMOD	4.4413146e-05
9,094	Managing Conflicting Interests of Stakeholders in Influencer Marketing	2023	SIGMOD	4.3925641e-05
9,096	Minimum Vertex Augmentation	2021	VLDB	4.3925641e-05
11,210	Efficient Algorithm for Budgeted Adaptive Influence Maximization: An Incremental RR-set Update Approach	2023	SIGMOD	4.1905499e-05

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	0.00037101192
338	Influence Maximization in Near-Linear Time: A Martingale Approach	2015	SIGMOD	0.00026987013
2,490	Online Topic-Aware Influence Maximization	2015	VLDB	8.6500989e-05
4,108	Viral Marketing Meets Social Advertising: Ad Allocation with Minimum Regret	2015	VLDB	6.4370139e-05
5,117	GetReal: Towards Realistic Selection of Influence Maximization Strategies in Competitive Networks	2015	SIGMOD	5.6798468e-05

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6,669	Influence Maximization in Real-World Closed Social Networks	2023	VLDB	4.9629357e-05
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1,652	Debunking the Myths of Influence Maximization: An In-Depth Benchmarking Study	2017	SIGMOD	0.00010999442
5,077	Efficient Location-Aware Influence Maximization	2014	SIGMOD	5.7098565e-05
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
1,798	Online Processing Algorithms for Influence Maximization	2018	SIGMOD	0.00010500792
4,369	Real-Time Influence Maximization on Dynamic Social Streams	2017	VLDB	6.2399378e-05
2,490	Online Topic-Aware Influence Maximization	2015	VLDB	8.6500989e-05
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