Mohammed Ayalew Belay
Research
Publications
2025
-
Belay, Mohammed Ayalew;
Rasheed, Adil;
Salvo Rossi, Pierluigi.
(2025)
Autoregressive Density Estimation Transformers for Multivariate Time Series Anomaly Detection.
IEEE (Institute of Electrical and Electronics Engineers)
Academic chapter/article/Conference paper
2024
-
Belay, Mohammed Ayalew;
Rasheed, Adil;
Salvo Rossi, Pierluigi.
(2024)
Self-Supervised Modular Architecture for Multi-Sensor Anomaly Detection and Localization.
IEEE (Institute of Electrical and Electronics Engineers)
Academic chapter/article/Conference paper
-
Belay, Mohammed Ayalew;
Rasheed, Adil;
Salvo Rossi, Pierluigi.
(2024)
Multivariate Time Series Anomaly Detection via Low-Rank and Sparse Decomposition.
IEEE Sensors Journal
Academic article
-
Belay, Mohammed Ayalew;
Rasheed, Adil;
Salvo Rossi, Pierluigi.
(2024)
MTAD: Multiobjective Transformer Network for Unsupervised Multisensor Anomaly Detection.
IEEE Sensors Journal
Academic article
-
Belay, Mohammed Ayalew;
Rasheed, Adil;
Salvo Rossi, Pierluigi.
(2024)
Sparse Non-Linear Vector Autoregressive Networks for Multivariate Time Series Anomaly Detection.
IEEE Signal Processing Letters
Academic article
2023
-
Belay, Mohammed Ayalew;
Blakseth, Sindre Stenen;
Rasheed, Adil;
Salvo Rossi, Pierluigi.
(2023)
Unsupervised Anomaly Detection for IoT-Based Multivariate Time Series: Existing Solutions, Performance Analysis and Future Directions.
Sensors
Academic article
Journal publications
-
Belay, Mohammed Ayalew;
Rasheed, Adil;
Salvo Rossi, Pierluigi.
(2024)
Multivariate Time Series Anomaly Detection via Low-Rank and Sparse Decomposition.
IEEE Sensors Journal
Academic article
-
Belay, Mohammed Ayalew;
Rasheed, Adil;
Salvo Rossi, Pierluigi.
(2024)
MTAD: Multiobjective Transformer Network for Unsupervised Multisensor Anomaly Detection.
IEEE Sensors Journal
Academic article
-
Belay, Mohammed Ayalew;
Rasheed, Adil;
Salvo Rossi, Pierluigi.
(2024)
Sparse Non-Linear Vector Autoregressive Networks for Multivariate Time Series Anomaly Detection.
IEEE Signal Processing Letters
Academic article
-
Belay, Mohammed Ayalew;
Blakseth, Sindre Stenen;
Rasheed, Adil;
Salvo Rossi, Pierluigi.
(2023)
Unsupervised Anomaly Detection for IoT-Based Multivariate Time Series: Existing Solutions, Performance Analysis and Future Directions.
Sensors
Academic article
Part of book/report
-
Belay, Mohammed Ayalew;
Rasheed, Adil;
Salvo Rossi, Pierluigi.
(2025)
Autoregressive Density Estimation Transformers for Multivariate Time Series Anomaly Detection.
IEEE (Institute of Electrical and Electronics Engineers)
Academic chapter/article/Conference paper
-
Belay, Mohammed Ayalew;
Rasheed, Adil;
Salvo Rossi, Pierluigi.
(2024)
Self-Supervised Modular Architecture for Multi-Sensor Anomaly Detection and Localization.
IEEE (Institute of Electrical and Electronics Engineers)
Academic chapter/article/Conference paper