Elite Evolutionary Discrete Particle Swarm Optimization for Recommendation Systems

Elite Evolutionary Discrete Particle Swarm Optimization for Recommendation Systems

Recommendation systems (RSs) play a vital role in e-commerce and content platforms, yet balancing efficiency and recommendation quality remains challenging. Traditional deep models are computationally expensive, while heuristic methods like particle swarm optimization struggle with discrete optimiza...

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Bibliographic Details
Main Authors: Shanxian Lin, Yifei Yang, Yuichi Nagata, Haichuan Yang
Format: Article
Language:English
Published: MDPI AG 2025-04-01
Series:Mathematics
Subjects:
recommendation system
metaheuristic algorithm
particle swarm optimization algorithm
elite evolution strategy
neighborhood search
Online Access:https://www.mdpi.com/2227-7390/13/9/1398
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