Capturing Preferences of New Users in Generative Tasks with Minimal Interactions Collaborative Filtering Using Siamese Networks and Soft Clustering

Capturing Preferences of New Users in Generative Tasks with Minimal Interactions Collaborative Filtering Using Siamese Networks and Soft Clustering

Prediction of user preferences is a challenge, in particular when the objective is to learn them without requiring the user to provide a profile or a significant number of interactions. Many collaborative filtering algorithms exist but all of them require the availability of huge datasets of user in...

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Bibliographic Details
Main Authors: Subharag Sarkar, Manfred Huber
Format: Article
Language:English
Published: LibraryPress@UF 2023-05-01
Series:Proceedings of the International Florida Artificial Intelligence Research Society Conference
Subjects:
collaborative filtering
embedding space
user preferences
preference learning
siamese network
soft clustering
image generation using conditional generative adversarial network
Online Access:https://journals.flvc.org/FLAIRS/article/view/133318
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