Aref Einizade

Publication Activity (10 Years)

Years Active: 2021-2024
Publications (10 Years): 15

Top Topics

Temporal Aggregation

Blind Separation

Directed Acyclic Graph

Top Venues

IEEE Trans. Signal Inf. Process. over Networks

Digit. Signal Process.

IEEE Signal Process. Lett.

Publications

Aref Einizade, Fragkiskos D. Malliaros, Jhony H. Giraldo
Spatiotemporal Forecasting Meets Efficiency: Causal Graph Process Neural Networks. CoRR (2024)
Aref Einizade, Sepideh Hajipour Sardouie
Iterative Pseudo-Sparse Partial Least Square and Its Higher Order Variant: Application to Inference From High-Dimensional Biosignals. IEEE Trans. Cogn. Dev. Syst. 16 (1) (2024)
Aref Einizade, Jhony H. Giraldo, Fragkiskos D. Malliaros, Sepideh Hajipour Sardouie
Estimation of a causal directed acyclic graph process using non-gaussianity. Digit. Signal Process. 146 (2024)
Aref Einizade, Fragkiskos D. Malliaros, Jhony H. Giraldo
Continuous Product Graph Neural Networks. CoRR (2024)
Aref Einizade, Samaneh Nasiri, Sepideh Hajipour Sardouie, Gari D. Clifford
ProductGraphSleepNet: Sleep staging using product spatio-temporal graph learning with attentive temporal aggregation. Neural Networks 164 (2023)
Aref Einizade, Sepideh Hajipour Sardouie
Learning Product Graphs From Spectral Templates. IEEE Trans. Signal Inf. Process. over Networks 9 (2023)
Mohamad H. Alizade, Aref Einizade
Kernel-based Joint Multiple Graph Learning and Clustering of Graph Signals. CoRR (2023)
Aref Einizade, Sepideh Hajipour Sardouie
Joint Graph Learning and Blind Separation of Smooth Graph Signals Using Minimization of Mutual Information and Laplacian Quadratic Forms. IEEE Trans. Signal Inf. Process. over Networks 9 (2023)
Aref Einizade, Samaneh Nasiri, Mohsen Mozafari, Sepideh Hajipour Sardouie, Gari D. Clifford
Explainable automated seizure detection using attentive deep multi-view networks. Biomed. Signal Process. Control. 79 (Part) (2023)
Aref Einizade, Sepideh Hajipour Sardouie
Learning Product Graphs from Spectral Templates. CoRR (2022)
Aref Einizade, Sepideh Hajipour Sardouie
Robust blind separation of smooth graph signals using minimization of graph regularized mutual information. Digit. Signal Process. 132 (2022)
Aref Einizade, Sepideh Hajipour Sardouie
A Unified Approach for Simultaneous Graph Learning and Blind Separation of Graph Signal Sources. IEEE Trans. Signal Inf. Process. over Networks 8 (2022)
Aref Einizade, Sepideh Hajipour Sardouie
Estimation of a Causal Directed Acyclic Graph Process using Non-Gaussianity. CoRR (2022)
Aref Einizade, Samaneh Nasiri, Sepideh Hajipour Sardouie, Gari D. Clifford
ProductGraphSleepNet: Sleep Staging using Product Spatio-Temporal Graph Learning with Attentive Temporal Aggregation. CoRR (2022)
Aref Einizade, Sepideh Hajipour Sardouie, Mohammad B. Shamsollahi
Simultaneous Graph Learning and Blind Separation of Graph Signal Sources. IEEE Signal Process. Lett. 28 (2021)