User preference modeling for movie recommendations based on deep learning

User preference modeling for movie recommendations based on deep learning

Abstract Current movie recommendation systems often struggle to capture complex user preferences and dynamics, primarily relying on content-based or collaborative filtering techniques. This research introduces a novel deep learning-powered method to enhance movie recommendation models, addressing th...

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Bibliographic Details
Main Authors: Yang Gao, Hong Zheng, Haonan Cui
Format: Article
Language:English
Published: Nature Portfolio 2025-05-01
Series:Scientific Reports
Subjects:
Recommendation systems
Convolutional neural network
Deep learning
Recommending movies
Artificial intelligence
Online Access:https://doi.org/10.1038/s41598-025-00030-5
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https://doi.org/10.1038/s41598-025-00030-5

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