influence maximization

DataFunTalk

Aug 9, 2024 · Artificial Intelligence

Modeling User Propagation Ability for Social Recommendation and Influence Maximization in Games

This article presents a comprehensive study on leveraging user propagation ability metrics for friend recommendation and influence maximization in gaming environments, introducing a conversion‑funnel‑aware diffusion model, novel influence‑maximization variants, efficient greedy algorithms, and extensive offline and online experiments that demonstrate significant performance gains over traditional methods.

gaminggraph algorithmsinfluence maximization

0 likes · 16 min read

Modeling User Propagation Ability for Social Recommendation and Influence Maximization in Games

Tencent Cloud Developer

Jun 28, 2024 · Big Data

Capacity-Constrained Influence Maximization: Algorithms and Applications

The paper introduces Capacity‑Constrained Influence Maximization (CIM), a framework that selects up to k neighbors per active user to maximize spread under node capacity limits, proposes MG‑Greedy and RR‑Greedy algorithms with ≥½ approximation, and demonstrates the near‑linear RR‑OPIM+ method’s superior accuracy and speed on large social networks and a Tencent game recommendation system.

Capacity ConstraintGreedy AlgorithmsKDD 2023

0 likes · 8 min read

Capacity-Constrained Influence Maximization: Algorithms and Applications

Tencent Cloud Developer

Apr 12, 2024 · Artificial Intelligence

Independent Cascade with Invitation (ICI) Model for Invitation-Aware Diffusion in Social Networks

The Independent Cascade with Invitation (ICI) model extends traditional diffusion by explicitly modeling multi‑stage invitation behavior—Inviter, Invitee, Acceptor—using probabilistic role transitions, and demonstrates up to five‑fold cascade estimation improvement and significant gains in friend‑recommendation and seed‑spread applications across game and social‑network datasets.

ICI modelWWW 2024friend recommendation

0 likes · 13 min read

Independent Cascade with Invitation (ICI) Model for Invitation-Aware Diffusion in Social Networks

Model Perspective

Oct 8, 2023 · Fundamentals

How Do Information Cascades Spread in Social Networks? Models & Simulations

This article examines information diffusion in social networks by introducing the Independent Cascade and Linear Threshold models, discussing network structures, the influence maximization problem, and presenting a simulation experiment that quantifies spread under varying probabilities.

independent cascadeinfluence maximizationinformation diffusion

0 likes · 9 min read