276 citations · 323 across the 12 of their papers we have counts for
Showing 2021Show all
3 papers · 1 filter
cs.LG2021★ 276 cited
An Evaluation of Anomaly Detection and Diagnosis in Multivariate Time Series
Astha Garg, Wenyu Zhang, Jules Samaran +2
Several techniques for multivariate time series anomaly detection have been proposed recently, but a systematic comparison on a common set of datasets and metrics is lacking. This…
cs.LG2021
POLA: Online Time Series Prediction by Adaptive Learning Rates
Wenyu Zhang
Online prediction for streaming time series data has practical use for many real-world applications where downstream decisions depend on accurate forecasts for the future. Deployme…
cs.LG2021
Robust Domain-Free Domain Generalization with Class-aware Alignment
Wenyu Zhang, Mohamed Ragab, Ramon Sagarna
While deep neural networks demonstrate state-of-the-art performance on a variety of learning tasks, their performance relies on the assumption that train and test distributions are…