Isufi, Elvin
- Graph Filters for Signal Processing and Machine Learning on Graphs
2022/11/16 by Elvin Isufi, Fernando Gama, Isufi, Elvin +5 · 15 citations
Computer Science · Physics and Astronomy · #Advanced Graph Neural Networks #Complex Network Analysis Techniques #FOS: Computer and information sciences #FOS: Electrical engineering #Graph Theory and Algorithms #Machine Learning (cs.LG) #Signal Processing (eess.SP) #electronic engineering #information engineering
- EdgeNets:Edge Varying Graph Neural Networks
2020/01/21 by Isufi, Elvin, Gama, Fernando, Ribeiro, Alejandro · 6 citations
#FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural and Evolutionary Computing (cs.NE) #Signal Processing (eess.SP) #electronic engineering #information engineering
- Graph-Time Convolutional Neural Networks
2021/03/02 by Isufi, Elvin, Mazzola, Gabriele · 3 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE) #Signal Processing (eess.SP) #electronic engineering #information engineering
- Graph-Time Convolutional Neural Networks: Architecture and Theoretical Analysis
2022/06/30 by Mohammad Sabbaqi, Elvin Isufi, Sabbaqi, Mohammad +1 · 3 citations
Computer Science · Environmental Science · Social Sciences · #Advanced Graph Neural Networks #FOS: Computer and information sciences #Health, Environment, Cognitive Aging #Human Mobility and Location-Based Analysis #Machine Learning (cs.LG)
- Hodge-Compositional Edge Gaussian Processes
2023/10/30 by Maosheng Yang, Viacheslav Borovitskiy, Yang, Maosheng +3 · 3 citations
Computer Science · #FOS: Computer and information sciences #Geochemistry and Geologic Mapping #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Deep Statistical Solver for Distribution System State Estimation
2023/01/04 by Habib, Benjamin, Isufi, Elvin, van Breda, Ward +2 · 2 citations
#FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Systems and Control (eess.SY) #electronic engineering #information engineering
- Filter Design for Autoregressive Moving Average Graph Filters
2017/11/22 by Jiani Liu, Elvin Isufi, Liu, Jiani +3 · 1 citation
Computer Science · Physics and Astronomy · #Advanced Graph Neural Networks #Bayesian Modeling and Causal Inference #Complex Network Analysis Techniques #FOS: Electrical engineering #Signal Processing (eess.SP) #electronic engineering #information engineering
- On the Transferability of Spectral Graph Filters
2019/01/29 by Levie, Ron, Isufi, Elvin, Kutyniok, Gitta · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Quantization Analysis and Robust Design for Distributed Graph Filters
2020/04/14 by Leila Ben Saad, Saad, Leila Ben, Baltasar Beferull‐Lozano +3 · 1 citation
Computer Science · #Advanced Graph Neural Networks #Energy Efficient Wireless Sensor Networks
- Forecasting Multi-Dimensional Processes over Graphs
2020/04/17 by Natali, Alberto, Isufi, Elvin, Leus, Geert · 1 citation
#FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Signal Processing (eess.SP) #electronic engineering #information engineering
- Online Time-Varying Topology Identification via Prediction-Correction\n Algorithms
2020/10/22 by Alberto Natali, Natali, Alberto, Mario Coutiño +5 · 1 citation
Computer Science · Engineering · #Target Tracking and Data Fusion in Sensor Networks #Advanced Chemical Sensor Technologies #Energy Efficient Wireless Sensor Networks
- Learning Stable Graph Neural Networks via Spectral Regularization
2022/11/13 by Gao, Zhan, Isufi, Elvin · 1 citation
#FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Signal Processing (eess.SP) #electronic engineering #information engineering
- Stability of Graph Convolutional Neural Networks to Stochastic Perturbations
2021/06/19 by Zhan Gao, Elvin Isufi, Gao, Zhan +3 · 1 citation
Computer Science · #Advanced Graph Neural Networks #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Signal Processing (eess.SP) #Stochastic Gradient Optimization Techniques #electronic engineering #information engineering
- Sparse Covariance Neural Networks
2024/10/02 by Cavallo, Andrea, Gao, Zhan, Isufi, Elvin · 2 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Online Learning Of Expanding Graphs
2024/09/13 by Samuel Rey, Rey, Samuel, Bishwadeep Das +3 · 2 citations
Computer Science · #FOS: Computer and information sciences #FOS: Electrical engineering #Intelligent Tutoring Systems and Adaptive Learning #Machine Learning (cs.LG) #Online Learning and Analytics #Signal Processing (eess.SP) #Teaching and Learning Programming #electronic engineering #information engineering
- Tracking Network Dynamics using Probabilistic State-Space Models
2024/09/12 by Tenorio, Victor M., Isufi, Elvin, Leus, Geert +1 · 1 citation
#FOS: Electrical engineering #Signal Processing (eess.SP) #electronic engineering #information engineering
- Topological Signal Processing and Learning: Recent Advances and Future Challenges
2024/12/02 by Elvin Isufi, Isufi, Elvin, Geert Leus +7 · 1 citation
Computer Science · Engineering · #FOS: Electrical engineering #Image Processing Techniques and Applications #Image Retrieval and Classification Techniques #Signal Processing (eess.SP) #electronic engineering #information engineering
- Fair CoVariance Neural Networks
2024/09/13 by Andrea Cavallo, Cavallo, Andrea, Madeline Navarro +5 · 2 citations
Computer Science · #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)