Graph signal processing for machine learning: A review and new perspectives

X Dong, D Thanou, L Toni, M Bronstein… - IEEE Signal …, 2020 - ieeexplore.ieee.org
The effective representation, processing, analysis, and visualization of large-scale structured
data, especially those related to complex domains, such as networks and graphs, are one of …

The rise of scientific machine learning: a perspective on combining mechanistic modelling with machine learning for systems biology

B Noordijk, ML Garcia Gomez… - Frontiers in Systems …, 2024 - frontiersin.org
Both machine learning and mechanistic modelling approaches have been used
independently with great success in systems biology. Machine learning excels in deriving …

A review of graph-powered data quality applications for IoT monitoring sensor networks

P Ferrer-Cid, JM Barcelo-Ordinas… - Journal of Network and …, 2025 - Elsevier
The development of Internet of Things (IoT) technologies has led to the widespread adoption
of monitoring networks for a wide variety of applications, such as smart cities, environmental …

Multiscale PHATE exploration of SARS-CoV-2 data reveals multimodal signatures of disease

M Kuchroo, J Huang, P Wong, JC Grenier, D Shung… - BioRxiv, 2020 - biorxiv.org
The biomedical community is producing increasingly high dimensional datasets, integrated
from hundreds of patient samples, which current computational techniques struggle to …

Where do we stand in regularization for life science studies?

V Tozzo, C Azencott, S Fiorini, E Fava… - Journal of …, 2022 - liebertpub.com
More and more biologists and bioinformaticians turn to machine learning to analyze large
amounts of data. In this context, it is crucial to understand which is the most suitable data …

Graph-Based Approaches for Multimodal Brain Imaging Data Analysis

J Wang - 2021 - search.proquest.com
Precision medicine is an emerging research field that incorporates prevention, early
diagnosis, prognosis, and personalized treatment based on the analysis of an individual's …

A review of AI and AI intelligence assessment

T Zhang, T Gao, P Xu, J Zhang - 2020 IEEE 4th Conference on …, 2020 - ieeexplore.ieee.org
The design and application of AI systems have witnessed rapid development in various
fields over a period of three scores, accompanied by researcher's increasing interest in …