Andrea Cini

1. Filling the G_ap_s: Multivariate Time Series Imputation by Graph Neural Networks
   2021/07/31 by Andrea Cini, Cini, Andrea, Ivan Marisca +3 · 11 citations
   Neuroscience · Computer Science · #Functional Brain Connectivity Studies #Context-Aware Activity Recognition Systems #Advanced Graph Neural Networks
2. Learning to Reconstruct Missing Data from Spatiotemporal Graphs with Sparse Observations
   2022/05/26 by Ivan Marisca, Andrea Cini, Marisca, Ivan +3 · 9 citations
   Neuroscience · Medicine · Computer Science · #Functional Brain Connectivity Studies #Data-Driven Disease Surveillance #Data Visualization and Analytics
3. 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)
4. 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)
5. Taming Local Effects in Graph-based Spatiotemporal Forecasting
   2023/02/08 by Andrea Cini, Ivan Marisca, Cini, Andrea +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)
6. Graph-based Time Series Clustering for End-to-End Hierarchical Forecasting
   2023/05/30 by Andrea Cini, Cini, Andrea, Danilo P. Mandic +3 · 4 citations
   Computer Science · #Time Series Analysis and Forecasting #Advanced Graph Neural Networks #Bayesian Modeling and Causal Inference
7. Relational Conformal Prediction for Correlated Time Series
   2025/02/13 by Andrea Cini, Cini, Andrea, Alexander Jenkins +7 · 3 citations
   Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Time Series Analysis and Forecasting