74 citations · 192 across the 17 of their papers we have counts for
4 papers · 1 filter
RoLA: A Real-Time Online Lightweight Anomaly Detection System for Multivariate Time Series
Ming-Chang Lee, Jia-Chun Lin
A multivariate time series refers to observations of two or more variables taken from a device or a system simultaneously over time. There is an increasing need to monitor multivar…
Impact of Deep Learning Libraries on Online Adaptive Lightweight Time Series Anomaly Detection
Ming-Chang Lee, Jia-Chun Lin
Providing online adaptive lightweight time series anomaly detection without human intervention and domain knowledge is highly valuable. Several such anomaly detection approaches ha…
NP-Free: A Real-Time Normalization-free and Parameter-tuning-free Representation Approach for Open-ended Time Series
Ming-Chang Lee, Jia-Chun Lin, Volker Stolz
As more connected devices are implemented in a cyber-physical world and data is expected to be collected and processed in real time, the ability to handle time series data has beco…
RePAD2: Real-Time, Lightweight, and Adaptive Anomaly Detection for Open-Ended Time Series
Ming-Chang Lee, Jia-Chun Lin
An open-ended time series refers to a series of data points indexed in time order without an end. Such a time series can be found everywhere due to the prevalence of Internet of Th…