TY - DATA
T1 - Code underlying the publication: "RESTAD: Reconstruction and Similarity Transformer for time series Anomaly Detection"
PY - 2024/12/20
AU - Ramin Ghorbani
AU - Marcel Reinders
AU - David Tax
UR - 
DO - 10.4121/15ba3f7a-cd49-4c24-86e5-084e2e9276df.v1
KW - Time Series
KW - Anomaly Detection
KW - Radial Basis Function (RBF) kernel
KW - Transformer
N2 - <p>This repository contains the official implementation of RESTAD (REconstruction and Similarity-based Transformer for time series Anomaly Detection), a novel framework that integrates reconstruction error with Radial Basis Function (RBF) similarity scores to enhance sensitivity to subtle anomalies. RESTAD leverages a Transformer architecture with an embedded RBF layer to synergistically detect anomalies in time series data, outperforming existing baselines on multiple benchmark datasets.</p>
ER -