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Algorithms for non-negative matrix factorization

D Seung, +1 more
- Vol. 13, pp 556-562
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The article was published on 2001-01-01 and is currently open access. It has received 5015 citations till now. The article focuses on the topics: Non-negative matrix factorization.

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Proceedings ArticleDOI

Co-Attentive Multi-Task Learning for Explainable Recommendation.

TL;DR: This paper designs an encoder-selector-decoder architecture inspired by human’s information-processing model in cognitive psychology and proposes a hierarchical co-attentive selector to effectively model the cross knowledge transferred for both tasks.
Journal ArticleDOI

Non-negative matrix factorization based methods for object recognition

TL;DR: This paper investigates how to improve the accuracy of recognition based on non-negative matrix factorization from two viewpoints by adopting a Riemannian metric like distance for the learned feature vectors instead of Euclidean distance.
Journal ArticleDOI

Murine single-cell RNA-seq reveals cell-identity- and tissue-specific trajectories of aging.

TL;DR: It is found that both cell identities and tissue environments exert influence on the trajectory and magnitude of aging, with cell identity influence predominating.
Journal ArticleDOI

Subspace Matching Pursuit for Sparse Unmixing of Hyperspectral Data

TL;DR: Inspired by the existing SGA methods, a novel GA termed subspace matching pursuit (SMP) is presented, which makes use of the low-degree mixed pixels in the hyperspectral image to iteratively find a subspace to reconstruct the Hyperspectral data and can serve as a dictionary pruning algorithm.
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