Results 71 to 80 of about 7,782 (177)

Graph Neural Network‐Based Online Collaborative Filtering Using Transductive Node Embeddings

open access: yesComputational Intelligence, Volume 41, Issue 5, October 2025.
ABSTRACT The field of recommendation systems is a hot topic thanks to the increasing number of available digital products and services. In connection with this topic, the research of Graph Neural Network solutions has played a significant role in recent years.
Gábor Szűcs, Richárd Kiss
wiley   +1 more source

Hyperspectral Imaging Techniques for Lyophilization: Advances in Data‐Driven Modeling Strategies and Applications

open access: yesAdvanced Science, Volume 12, Issue 33, September 4, 2025.
Lyophilization is a key process used in the production of biotherapeutic products. This article reviews and discusses the application of HSI on lyophilization, and the strategies that use the resulting data to build models. It is intended to provide guidance and insights for non‐specialist researchers and engineers into leveraging HSI and the data ...
Huiwen Yu   +5 more
wiley   +1 more source

Identification of Tumor Antigens and Immune Subtypes in Hepatocellular Carcinoma From a Multiomics Perspective

open access: yesCancer Reports, Volume 8, Issue 9, September 2025.
ABSTRACT Background Immunotherapies including immune checkpoint inhibitors and tumor antigen based vaccines have revolutionized cancer treatment. However, immune signatures of hepatocellular carcinoma (HCC) have not been thoroughly studied from a multiomics perspective.
Chunming Wang   +14 more
wiley   +1 more source

Nonnegative Matrix Underapproximation for Robust Multiple Model Fitting

open access: yes, 2017
In this work, we introduce a highly efficient algorithm to address the nonnegative matrix underapproximation (NMU) problem, i.e., nonnegative matrix factorization (NMF) with an additional underapproximation constraint.
Sapiro, Guillermo, Tepper, Mariano
core   +1 more source

From RCD pathways to precision oncology: A spatially‐aware approach in HCC

open access: yes
Malignancy Spectrum, Volume 2, Issue 4, Page 214-215, December 2025.
Haider Imran   +3 more
wiley   +1 more source

Muscle Synergies of the Lower Extremities During Gait Initiation in Individuals With and Without Chronic Ankle Instability

open access: yesJournal of Foot and Ankle Research, Volume 18, Issue 3, September 2025.
ABSTRACT Background Chronic ankle instability (CAI) disrupts postural stability after ankle sprains and inadequate treatment. Gait initiation (GI), governed by central nervous system (CNS) patterns, is used to evaluate stability. Muscle synergy, which reflects coordinated activations, reveals neuromuscular control.
Shaghayegh Zivari   +3 more
wiley   +1 more source

A multilevel approach for nonnegative matrix factorization [PDF]

open access: yes
Nonnegative Matrix Factorization (NMF) is the problem of approximating a nonnegative matrix with the product of two low-rank nonnegative matrices and has been shown to be particularly useful in many applications, e.g., in text mining, image processing ...
GILLIS, Nicolas, GLINEUR, François
core  

Adaptive Graph via Multiple Kernel Learning for Nonnegative Matrix Factorization [PDF]

open access: yes, 2013
Nonnegative Matrix Factorization (NMF) has been continuously evolving in several areas like pattern recognition and information retrieval methods. It factorizes a matrix into a product of 2 low-rank non-negative matrices that will define parts-based, and
AbdulJabbar, Mustafa, Wang, Jing-Yan
core  

Regularized nonnegative matrix factorization: Geometrical interpretation and application to spectral unmixing

open access: yesInternational Journal of Applied Mathematics and Computer Science, 2014
Nonnegative Matrix Factorization (NMF) is an important tool in data spectral analysis. However, when a mixing matrix or sources are not sufficiently sparse, NMF of an observation matrix is not unique.
Zdunek Rafał
doaj   +1 more source

Linear Dimensionality Reduction Methods for Analyzing Structured Biomedical Data: Existing Research and Future Opportunities

open access: yesWIREs Computational Statistics, Volume 17, Issue 3, September 2025.
Overview of linear dimensionality reduction for two‐way structured data: Downstream analyses include clustering and regression analysis. ABSTRACT High‐dimensional biomedical data often exhibit complex structural features that challenge traditional analytical methods.
Yue Wang
wiley   +1 more source

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