Search Results - "randomized matrix-factorization algorithm"
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Novel Distributed Multimedia Recommendation Systems Using Personalized Information
ISSN: 0018-9316, 1557-9611Published: IEEE 2025Published in IEEE transactions on broadcasting (2025)“…In this paper, we propose a novel distributed multimedia recommendation system (DMRS) to address personalized preference by use of the matrix-sketching…”
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Journal Article -
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Efficient Model-Based Collaborative Filtering with Fast Adaptive PCA
ISSN: 2375-0197Published: IEEE 01.11.2020Published in Proceedings - International Conference on Tools with Artificial Intelligence, TAI (01.11.2020)“…) is proposed for the matrix completion problem in recommender system. Firstly, a fast adaptive PCA framework is presented which combines the fixed-precision randomized matrix factorization algorithm [1…”
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Conference Proceeding -
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Efficient Model-Based Collaborative Filtering with Fast Adaptive PCA
ISSN: 2331-8422Published: Ithaca Cornell University Library, arXiv.org 04.09.2020Published in arXiv.org (04.09.2020)“…) is proposed for the matrix completion problem in recommender system. Firstly, a fast adaptive PCA frameworkis presented which combines the fixed-precision randomized matrix factorization algorithm [1…”
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Sequential Randomized Matrix Factorization for Gaussian Processes: Efficient Predictions and Hyper-parameter Optimization
ISSN: 2331-8422Published: Ithaca Cornell University Library, arXiv.org 19.11.2017Published in arXiv.org (19.11.2017)“… First, we formalize an approach to compute the inverse of the kernel matrix using randomized matrix factorization algorithms in a streaming scenario, i.e…”
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Paper