Alippi, Cesare
- Filling the Gaps: Multivariate Time Series Imputation by Graph Neural Networks
2021/07/31 by Andrea Cini, Ivan Marisca, Cini, Andrea +3 · 11 citations
Neuroscience · Computer Science · #Functional Brain Connectivity Studies #Context-Aware Activity Recognition Systems #Advanced Graph Neural Networks
- Learning to Reconstruct Missing Data from Spatiotemporal Graphs with Sparse Observations
2022/05/26 by Ivan Marisca, Andrea Cini, Marisca, Ivan +3 · 8 citations
Neuroscience · Medicine · Computer Science · #Functional Brain Connectivity Studies #Data-Driven Disease Surveillance #Data Visualization and Analytics
- Learning Graph Cellular Automata
2021/10/27 by Daniele Grattarola, Lorenzo Livi, Grattarola, Daniele +3 · 6 citations
Computer Science · Engineering · #Cellular Automata and Applications #Quantum-Dot Cellular Automata #Advanced Memory and Neural Computing
- Scalable Spatiotemporal Graph Neural Networks
2022/09/14 by Andrea Cini, Cini, Andrea, Ivan Marisca +5 · 7 citations
Computer Science · Decision Sciences · Engineering · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Energy Load and Power Forecasting #FOS: Computer and information sciences #Forecasting Techniques and Applications #Machine Learning (cs.LG)
- Graph Deep Learning for Time Series Forecasting
2023/10/24 by Andrea Cini, Cini, Andrea, Ivan Marisca +5 · 7 citations
Computer Science · Decision Sciences · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Forecasting Techniques and Applications #Machine Learning (cs.LG)
- Taming Local Effects in Graph-based Spatiotemporal Forecasting
2023/02/08 by Andrea Cini, Cini, Andrea, Ivan Marisca +5 · 5 citations
Computer Science · Environmental Science · Neuroscience · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Functional Brain Connectivity Studies #Health, Environment, Cognitive Aging #Machine Learning (cs.LG)
- Graph-based Time Series Clustering for End-to-End Hierarchical Forecasting
2023/05/30 by Andrea Cini, Danilo P. Mandic, Cini, Andrea +3 · 4 citations
Computer Science · #Time Series Analysis and Forecasting #Advanced Graph Neural Networks #Bayesian Modeling and Causal Inference
- Deep Learning for Time Series Forecasting: The Electric Load Case
2019/07/22 by Gasparin, Alberto, Lukovic, Slobodan, Alippi, Cesare · 2 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Graph Neural Networks in TensorFlow and Keras with Spektral
2020/06/22 by Daniele Grattarola, Cesare Alippi, Grattarola, Daniele +1 · 2 citations
Computer Science · Materials Science · #Advanced Graph Neural Networks #FOS: Computer and information sciences #Graph Theory and Algorithms #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Materials Science
- Graph-based Forecasting with Missing Data through Spatiotemporal Downsampling
2024/02/16 by Marisca, Ivan, Alippi, Cesare, Bianchi, Filippo Maria · 3 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Spectral Clustering with Graph Neural Networks for Graph Pooling
2019/06/30 by Bianchi, Filippo Maria, Grattarola, Daniele, Alippi, Cesare · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Input-to-State Representation in linear reservoirs dynamics
2020/03/24 by Verzelli, Pietro, Alippi, Cesare, Livi, Lorenzo +1 · 1 citation
#Dynamical Systems (math.DS) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE)
- Graph neural network-based fault diagnosis: a review
2021/11/16 by Zhiwen Chen, Jiamin Xu, Chen, Zhiwen +11 · 1 citation
Computer Science · Biochemistry, Genetics and Molecular Biology · Social Sciences · #Advanced Graph Neural Networks #Machine Learning in Bioinformatics #Advanced Computing and Algorithms
- Graph state-space models
2023/01/04 by Zambon, Daniele, Cini, Andrea, Livi, Lorenzo +1 · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- Graph Kalman Filters
2023/03/21 by Alippi, Cesare, Zambon, Daniele · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Relational Conformal Prediction for Correlated Time Series
2025/02/13 by Andrea Cini, Alexander Jenkins, Cini, Andrea +7 · 3 citations
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Time Series Analysis and Forecasting
- A Hybrid Active-Passive Approach to Imbalanced Nonstationary Data Stream Classification
2022/10/10 by Kleanthis Malialis, Manuel Roveri, Malialis, Kleanthis +7 · 1 citation
Computer Science · Environmental Science · Engineering · #Data Stream Mining Techniques #Air Quality Monitoring and Forecasting #Smart Grid Energy Management