Improved Variational Autoencoder Anomaly Detection in Time Series Data. - Umaporn Yokkampon; Sakmongkon Chumkamon; Abbe Mowshowitz; Ryusuke Fujisawa; Eiji Hayashi (SMC, 2020)

Autoencoder with Spiking in Frequency Domain for Anomaly Detection of Uncertainty Event. - Umaporn Yokkampon; Sakmongkon Chumkamon; Abbe Mowshowitz; Eiji Hayashi (J. Robotics Netw. Artif. Life, 2020)

Anomaly Detection Using Support Vector Machines for Time Series Data. - Umaporn Yokkampon; Sakmongkon Chumkamon; Abbe Mowshowitz; Ryusuke Fujisawa; Eiji Hayashi (J. Robotics Netw. Artif. Life, 2021)

Robust Unsupervised Anomaly Detection With Variational Autoencoder in Multivariate Time Series Data. - Umaporn Yokkampon; Abbe Mowshowitz; Sakmongkon Chumkamon; Eiji Hayashi (IEEE Access, 2022)