LA-ESN: A Novel Method for Time Series Classification

• Published in: Information (Basel) Vol. 14; no. 2; p. 67
• Main Authors: Sheng, Hui, Liu, Min, Hu, Jiyong, Li, Ping, Peng, Yali, Yi, Yugen
• Format: Journal Article
• Language: English
• Published: Basel MDPI AG 01.01.2023
• Subjects: Algorithms; Analysis; Artificial neural networks; Classification; Coders; Control engineering; convolutional neural network; Data mining; Deep learning; echo state network; Efficiency; long short-term memory network; Matrix representation; Medical research; Methods; Neural networks; Optimization techniques; Performance evaluation; Rankings; Time series; time series classification

Time-series data is an appealing study topic in data mining and has a broad range of applications. Many approaches have been employed to handle time series classification (TSC) challenges with promising results, among which deep neural network methods have become mainstream. Echo State Networks (ESN...