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2020 – today
- 2025
[j10]Jhony H. Giraldo
, Aref Einizade, Andjela Todorovic, Jhon A. Castro-Correa, Mohsen Badiey, Thierry Bouwmans, Fragkiskos D. Malliaros:
Higher-Order GNNs Meet Efficiency: Sparse Sobolev Graph Neural Networks. IEEE Trans. Signal Inf. Process. over Networks 11: 11-22 (2025)- 2024
- [j9]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: 104400 (2024) - [j8]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): 296-307 (2024) - [c1]Aref Einizade, Fragkiskos D. Malliaros, Jhony H. Giraldo:
Continuous Product Graph Neural Networks. NeurIPS 2024 - [i7]Aref Einizade, Fragkiskos D. Malliaros, Jhony H. Giraldo:
Continuous Product Graph Neural Networks. CoRR abs/2405.18877 (2024) - [i6]Aref Einizade, Fragkiskos D. Malliaros, Jhony H. Giraldo:
Spatiotemporal Forecasting Meets Efficiency: Causal Graph Process Neural Networks. CoRR abs/2405.18879 (2024) - [i5]Jhony H. Giraldo, Aref Einizade, Andjela Todorovic, Jhon A. Castro-Correa, Mohsen Badiey, Thierry Bouwmans, Fragkiskos D. Malliaros:
Higher-Order GNNs Meet Efficiency: Sparse Sobolev Graph Neural Networks. CoRR abs/2411.04570 (2024) - 2023
- [j7]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): 104076 (2023) - [j6]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: 667-680 (2023) - [j5]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: 35-47 (2023) - [j4]Aref Einizade, Sepideh Hajipour Sardouie:
Learning Product Graphs From Spectral Templates. IEEE Trans. Signal Inf. Process. over Networks 9: 357-372 (2023) - [i4]Mohamad H. Alizade, Aref Einizade:
Kernel-based Joint Multiple Graph Learning and Clustering of Graph Signals. CoRR abs/2310.19005 (2023) - 2022
- [j3]Aref Einizade, Sepideh Hajipour Sardouie:
Robust blind separation of smooth graph signals using minimization of graph regularized mutual information. Digit. Signal Process. 132: 103792 (2022) - [j2]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: 543-555 (2022) - [i3]Aref Einizade, Sepideh Hajipour Sardouie:
Learning Product Graphs from Spectral Templates. CoRR abs/2211.02893 (2022) - [i2]Aref Einizade, Sepideh Hajipour Sardouie:
Estimation of a Causal Directed Acyclic Graph Process using Non-Gaussianity. CoRR abs/2211.13800 (2022) - [i1]Aref Einizade, Samaneh Nasiri, Sepideh Hajipour Sardouie, Gari D. Clifford:
ProductGraphSleepNet: Sleep Staging using Product Spatio-Temporal Graph Learning with Attentive Temporal Aggregation. CoRR abs/2212.04881 (2022) - 2021
- [j1]Aref Einizade, Sepideh Hajipour Sardouie, Mohammad B. Shamsollahi:
Simultaneous Graph Learning and Blind Separation of Graph Signal Sources. IEEE Signal Process. Lett. 28: 1495-1499 (2021)
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