EurekAlert!

New survey explores deep learning-based algorithms for the traveling salesman problem

Recent survey delivers the first systematic benchmark of TSP solvers spanning end-to-end deep learners, hybrid methods and ...
Frontiers

Automatic detection and prediction of epileptic EEG signals based on nonlinear dynamics and deep learning: a review

Epilepsy is a neurological disorder affecting ~50 million patients worldwide (30% refractory cases) with complex dynamical behavior governed by nonlinear differential equations. Seizures severely ...
IEEE

Deep Learning Advancements in Anomaly Detection: A Comprehensive Survey

Abstract: The rapid expansion of data from diverse sources has made anomaly detection (AD) increasingly essential for identifying unexpected observations that may signal system failures, security ...
Scientific Research Publishing

Liu, Y., Ma, X., Bailey, J. and Lu, F. (2021) Anomaly Detection in IoT Using Deep Learning. IEEE Internet of Things Journal, 8, 9547-9560.

ABSTRACT: The rapid proliferation of the Internet of Things (IoT) and Industrial IoT (IIoT) has revolutionized industries through enhanced connectivity and automation. However, this expansion has ...
IEEE

Deep Graph Anomaly Detection: A Survey and New Perspectives

Abstract: Graph anomaly detection (GAD), which aims to identify unusual graph instances (e.g., nodes, edges, subgraphs, or graphs), has attracted increasing attention in recent years due to its ...
Scientific Research Publishing

Enhancing Cybersecurity in IoT & IIoT: A Machine Learning Approach for Anomaly Detection ()

1 School of Technology, Computer Science & I.T Department, Njala University, Bo, Sierra Leone. 2 School of Electrical Engineering, Xi’an Jiaotong University, Xi’an, China. 3 School of Software ...
Frontiers

Enhancing security in 6G-enabled wireless sensor networks for smart cities: a multi-deep learning intrusion detection approach

Introduction: Wireless Sensor Networks (WSNs) play a critical role in the development of sustainable and intelligent smart city infrastructures, enabling data-driven services such as smart mobility, ...
Physicians Committee

Half of U.S. Adults Acknowledge Health Benefits of Eating a Plant-Based Diet

WASHINGTON, D.C. — Half of U.S. adults say they know eating a plant-based diet can improve their health and help prevent chronic diseases, according to a new Physicians Committee for Responsible ...