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.

Friend RecommendationICI modelWWW 2024

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

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Apr 2, 2018 · Big Data

How to Build a Scalable Friend Recommendation System with MaxCompute

This article explains how to leverage Alibaba Cloud's MaxCompute and MapReduce to design, model, and deploy a large‑scale social friend recommendation system, covering data requirements, analysis models, cloud architecture, and practical development steps.

Friend RecommendationMaxComputedata-warehouse

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How to Build a Scalable Friend Recommendation System with MaxCompute