GPCR-GO: Relation-aware graph learning for predicting Gene Ontology terms of G protein-coupled receptors. [PDF]
Sun A, Hao Y, Ding Y, Chen J, Wu H.
europepmc +1 more source
Object‐based deep learning for probabilistic convective‐core nowcasting from satellite data
Convective cores detected from Meteosat infrared imagery are represented as compact physical objects to generate probabilistic nowcasts up to 6 h ahead. A spatio‐temporal transformer models interactions among evolving core populations and produces gridded probability forecasts across the western Sahel.
Mendrika Rakotomanga +5 more
wiley +1 more source
Robust and comprehensive meta-path modeling with multi-graph learning for miRNA-disease association prediction. [PDF]
Li Z, Yang L, Qin W, Liang J, Zhao Q.
europepmc +1 more source
VAE‐Based SPC for Botnet Detection in IoT Systems
ABSTRACT The rapid proliferation of Internet of Things (IoT) devices has created new security risks, particularly botnet infections. This paper proposes an unsupervised monitoring framework that combines a β$\beta$‐variational autoencoder (VAE) with multivariate statistical process control (SPC) for botnet detection in IoT networks.
Jorge Proaño +3 more
wiley +1 more source
A multi-view graph neural network framework for Parkinson's disease identification based on dynamic functional connectivity. [PDF]
Lu M, Zhao X, Wei X.
europepmc +1 more source
Sliding Motions on Non‐Euclidean State Spaces: A Differential‐Geometric Perspective
ABSTRACT This paper extends sliding‐mode control theory to nonlinear systems evolving on smooth manifolds. Building on differential geometric methods, we reformulate Filippov's notion of solutions, characterize well‐defined vector fields on quotient spaces, and provide a consistent geometric definition of higher‐order sliding modes.
Fernando Castaños
wiley +1 more source
Anomaly detection in smart power grids with graph-regularized MS-SVDD: a multimodal subspace learning approach. [PDF]
Debelle T +3 more
europepmc +1 more source
Machine learning provides a unifying framework to connect structure, fluorescence properties, and applications of carbon‐based quantum dots. This review highlights how data‐driven strategies enable fluorescence regulation, reveal underlying mechanisms, and accelerate the rational design of functional carbon dots.
Liangfeng Chen +8 more
wiley +1 more source
This study proposes an automated method to infer brown bear hair snare interactions by detecting bipedal behavior in camera‐trap images using a pose estimation model and a multilayer perceptron (MLP). A YOLO‐based model, fine‐tuned from humans and dogs to a custom dataset, achieved high performance (≈93% keypoint precision and ≈96% classification ...
Arnau Campanera‐Moliné +8 more
wiley +1 more source
ARISE: RNA-anchored shared-edge topology and hierarchical fusion for spatial multi-omics integration. [PDF]
Wang X +5 more
europepmc +1 more source

