Time Series Classification With Multivariate Convolutional Neural Network

• Published in: IEEE transactions on industrial electronics (1982) Vol. 66; no. 6; pp. 4788 - 4797
• Main Authors: Liu, Chien-Liang, Hsaio, Wen-Hoar, Tu, Yao-Chung
• Format: Journal Article
• Language: English
• Published: New York IEEE 01.06.2019; The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
• Subjects: Algorithms; Artificial intelligence; Artificial neural networks; Classification; Convolutional neural networks; Convolutional neural networks (CNN); Data mining; Domains; Machine learning; Machine learning algorithms; Neural networks; Performance evaluation; Prognostics and health management; prognostics and health management (PHM); Sensors; Tensile stress; Tensors; Time series; Time series analysis; time series classification

Time series classification is an important research topic in machine learning and data mining communities, since time series data exist in many application domains. Recent studies have shown that machine learning algorithms could benefit from good feature representation, explaining why deep learning...