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@article{DBLP:journals/tnn/GrattarolaZBA24,
  author       = {Daniele Grattarola and
                  Daniele Zambon and
                  Filippo Maria Bianchi and
                  Cesare Alippi},
  title        = {Understanding Pooling in Graph Neural Networks},
  journal      = {{IEEE} Trans. Neural Networks Learn. Syst.},
  volume       = {35},
  number       = {2},
  pages        = {2708--2718},
  year         = {2024}
}

@inproceedings{DBLP:conf/iclr/FeliceCZGA24,
  author       = {Giovanni de Felice and
                  Andrea Cini and
                  Daniele Zambon and
                  Vladimir V. Gusev and
                  Cesare Alippi},
  title        = {Graph-based Virtual Sensing from Sparse and Partial Multivariate Observations},
  booktitle    = {{ICLR}},
  publisher    = {OpenReview.net},
  year         = {2024}
}

@article{DBLP:journals/corr/abs-2402-12598,
  author       = {Giovanni de Felice and
                  Andrea Cini and
                  Daniele Zambon and
                  Vladimir V. Gusev and
                  Cesare Alippi},
  title        = {Graph-based Virtual Sensing from Sparse and Partial Multivariate Observations},
  journal      = {CoRR},
  volume       = {abs/2402.12598},
  year         = {2024}
}

@article{DBLP:journals/corr/abs-2404-19508,
  author       = {Alessio Gravina and
                  Daniele Zambon and
                  Davide Bacciu and
                  Cesare Alippi},
  title        = {Temporal Graph ODEs for Irregularly-Sampled Time Series},
  journal      = {CoRR},
  volume       = {abs/2404.19508},
  year         = {2024}
}

@article{DBLP:journals/corr/abs-2405-19933,
  author       = {Alessandro Manenti and
                  Daniele Zambon and
                  Cesare Alippi},
  title        = {Learning Latent Graph Structures and their Uncertainty},
  journal      = {CoRR},
  volume       = {abs/2405.19933},
  year         = {2024}
}

@article{DBLP:journals/jmlr/CiniZA23,
  author       = {Andrea Cini and
                  Daniele Zambon and
                  Cesare Alippi},
  title        = {Sparse Graph Learning from Spatiotemporal Time Series},
  journal      = {J. Mach. Learn. Res.},
  volume       = {24},
  pages        = {242:1--242:36},
  year         = {2023}
}

@inproceedings{DBLP:conf/esann/BacciuEMNPPZ23,
  author       = {Davide Bacciu and
                  Federico Errica and
                  Alessio Micheli and
                  Nicol{\`{o}} Navarin and
                  Luca Pasa and
                  Marco Podda and
                  Daniele Zambon},
  title        = {Graph Representation Learning},
  booktitle    = {{ESANN}},
  year         = {2023}
}

@inproceedings{DBLP:conf/nips/CiniMZA23,
  author       = {Andrea Cini and
                  Ivan Marisca and
                  Daniele Zambon and
                  Cesare Alippi},
  title        = {Taming Local Effects in Graph-based Spatiotemporal Forecasting},
  booktitle    = {NeurIPS},
  year         = {2023}
}

@article{DBLP:journals/corr/abs-2301-01741,
  author       = {Daniele Zambon and
                  Andrea Cini and
                  Lorenzo Livi and
                  Cesare Alippi},
  title        = {Graph state-space models},
  journal      = {CoRR},
  volume       = {abs/2301.01741},
  year         = {2023}
}

@article{DBLP:journals/corr/abs-2302-01701,
  author       = {Daniele Zambon and
                  Cesare Alippi},
  title        = {Where and How to Improve Graph-based Spatio-temporal Predictors},
  journal      = {CoRR},
  volume       = {abs/2302.01701},
  year         = {2023}
}

@article{DBLP:journals/corr/abs-2302-04071,
  author       = {Andrea Cini and
                  Ivan Marisca and
                  Daniele Zambon and
                  Cesare Alippi},
  title        = {Taming Local Effects in Graph-based Spatiotemporal Forecasting},
  journal      = {CoRR},
  volume       = {abs/2302.04071},
  year         = {2023}
}

@article{DBLP:journals/corr/abs-2303-12021,
  author       = {Cesare Alippi and
                  Daniele Zambon},
  title        = {Graph Kalman Filters},
  journal      = {CoRR},
  volume       = {abs/2303.12021},
  year         = {2023}
}

@article{DBLP:journals/corr/abs-2307-03759,
  author       = {Ming Jin and
                  Huan Yee Koh and
                  Qingsong Wen and
                  Daniele Zambon and
                  Cesare Alippi and
                  Geoffrey I. Webb and
                  Irwin King and
                  Shirui Pan},
  title        = {A Survey on Graph Neural Networks for Time Series: Forecasting, Classification,
                  Imputation, and Anomaly Detection},
  journal      = {CoRR},
  volume       = {abs/2307.03759},
  year         = {2023}
}

@article{DBLP:journals/corr/abs-2310-15978,
  author       = {Andrea Cini and
                  Ivan Marisca and
                  Daniele Zambon and
                  Cesare Alippi},
  title        = {Graph Deep Learning for Time Series Forecasting},
  journal      = {CoRR},
  volume       = {abs/2310.15978},
  year         = {2023}
}

@inproceedings{DBLP:conf/esann/BacciuENPZ22,
  author       = {Davide Bacciu and
                  Federico Errica and
                  Nicol{\`{o}} Navarin and
                  Luca Pasa and
                  Daniele Zambon},
  title        = {Deep Learning for Graphs},
  booktitle    = {{ESANN}},
  year         = {2022}
}

@inproceedings{DBLP:conf/ijcnn/MunariPZAN22,
  author       = {Matteo Munari and
                  Luca Pasa and
                  Daniele Zambon and
                  Cesare Alippi and
                  Nicol{\`{o}} Navarin},
  title        = {Understanding Catastrophic Forgetting of Gated Linear Networks in
                  Continual Learning},
  booktitle    = {{IJCNN}},
  pages        = {1--8},
  publisher    = {{IEEE}},
  year         = {2022}
}

@inproceedings{DBLP:conf/ijcnn/ZambonLA22,
  author       = {Daniele Zambon and
                  Lorenzo Livi and
                  Cesare Alippi},
  title        = {Graph iForest: Isolation of anomalous and outlier graphs},
  booktitle    = {{IJCNN}},
  pages        = {1--8},
  publisher    = {{IEEE}},
  year         = {2022}
}

@inproceedings{DBLP:conf/nips/ZambonA22,
  author       = {Daniele Zambon and
                  Cesare Alippi},
  title        = {AZ-whiteness test: a test for signal uncorrelation on spatio-temporal
                  graphs},
  booktitle    = {NeurIPS},
  year         = {2022}
}

@article{DBLP:journals/corr/abs-2204-11135,
  author       = {Daniele Zambon and
                  Cesare Alippi},
  title        = {AZ-whiteness test: a test for uncorrelated noise on spatio-temporal
                  graphs},
  journal      = {CoRR},
  volume       = {abs/2204.11135},
  year         = {2022}
}

@article{DBLP:journals/corr/abs-2205-13492,
  author       = {Andrea Cini and
                  Daniele Zambon and
                  Cesare Alippi},
  title        = {Sparse Graph Learning for Spatiotemporal Time Series},
  journal      = {CoRR},
  volume       = {abs/2205.13492},
  year         = {2022}
}

@inproceedings{DBLP:conf/iclr/PaassenGZAH21,
  author       = {Benjamin Paassen and
                  Daniele Grattarola and
                  Daniele Zambon and
                  Cesare Alippi and
                  Barbara Hammer},
  title        = {Graph Edit Networks},
  booktitle    = {{ICLR}},
  publisher    = {OpenReview.net},
  year         = {2021}
}

@incollection{DBLP:series/gidiss/Zambon21,
  author       = {Daniele Zambon},
  title        = {Erkennung von Anomalien und Ver{\"{a}}nderung in Graphsequenzen},
  booktitle    = {Ausgezeichnete Informatikdissertationen},
  series       = {{LNI}},
  volume       = {{D-22}},
  pages        = {311--320},
  publisher    = {{GI}},
  year         = {2021}
}

@article{DBLP:journals/corr/abs-2110-05292,
  author       = {Daniele Grattarola and
                  Daniele Zambon and
                  Filippo Maria Bianchi and
                  Cesare Alippi},
  title        = {Understanding Pooling in Graph Neural Networks},
  journal      = {CoRR},
  volume       = {abs/2110.05292},
  year         = {2021}
}

@article{DBLP:journals/tnn/GrattarolaZLA20,
  author       = {Daniele Grattarola and
                  Daniele Zambon and
                  Lorenzo Livi and
                  Cesare Alippi},
  title        = {Change Detection in Graph Streams by Learning Graph Embeddings on
                  Constant-Curvature Manifolds},
  journal      = {{IEEE} Trans. Neural Networks Learn. Syst.},
  volume       = {31},
  number       = {6},
  pages        = {1856--1869},
  year         = {2020}
}

@inproceedings{DBLP:conf/icml/ZambonAL20,
  author       = {Daniele Zambon and
                  Cesare Alippi and
                  Lorenzo Livi},
  title        = {Graph Random Neural Features for Distance-Preserving Graph Representations},
  booktitle    = {{ICML}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {119},
  pages        = {10968--10977},
  publisher    = {{PMLR}},
  year         = {2020}
}

@article{DBLP:journals/tsp/ZambonAL19,
  author       = {Daniele Zambon and
                  Cesare Alippi and
                  Lorenzo Livi},
  title        = {Change-Point Methods on a Sequence of Graphs},
  journal      = {{IEEE} Trans. Signal Process.},
  volume       = {67},
  number       = {24},
  pages        = {6327--6341},
  year         = {2019}
}

@inproceedings{DBLP:conf/ijcnn/ZambonGLA19,
  author       = {Daniele Zambon and
                  Daniele Grattarola and
                  Lorenzo Livi and
                  Cesare Alippi},
  title        = {Autoregressive Models for Sequences of Graphs},
  booktitle    = {{IJCNN}},
  pages        = {1--8},
  publisher    = {{IEEE}},
  year         = {2019}
}

@article{DBLP:journals/corr/abs-1903-07299,
  author       = {Daniele Zambon and
                  Daniele Grattarola and
                  Lorenzo Livi and
                  Cesare Alippi},
  title        = {Autoregressive Models for Sequences of Graphs},
  journal      = {CoRR},
  volume       = {abs/1903.07299},
  year         = {2019}
}

@article{DBLP:journals/corr/abs-1909-03790,
  author       = {Daniele Zambon and
                  Cesare Alippi and
                  Lorenzo Livi},
  title        = {Distance-Preserving Graph Embeddings from Random Neural Features},
  journal      = {CoRR},
  volume       = {abs/1909.03790},
  year         = {2019}
}

@article{DBLP:journals/tnn/ZambonAL18,
  author       = {Daniele Zambon and
                  Cesare Alippi and
                  Lorenzo Livi},
  title        = {Concept Drift and Anomaly Detection in Graph Streams},
  journal      = {{IEEE} Trans. Neural Networks Learn. Syst.},
  volume       = {29},
  number       = {11},
  pages        = {5592--5605},
  year         = {2018}
}

@inproceedings{DBLP:conf/ijcnn/ZambonLA18,
  author       = {Daniele Zambon and
                  Lorenzo Livi and
                  Cesare Alippi},
  title        = {Anomaly and Change Detection in Graph Streams through Constant-Curvature
                  Manifold Embeddings},
  booktitle    = {{IJCNN}},
  pages        = {1--7},
  publisher    = {{IEEE}},
  year         = {2018}
}

@article{DBLP:journals/corr/abs-1805-01360,
  author       = {Daniele Zambon and
                  Lorenzo Livi and
                  Cesare Alippi},
  title        = {Anomaly and Change Detection in Graph Streams through Constant-Curvature
                  Manifold Embeddings},
  journal      = {CoRR},
  volume       = {abs/1805.01360},
  year         = {2018}
}

@article{DBLP:journals/corr/abs-1805-06299,
  author       = {Daniele Grattarola and
                  Daniele Zambon and
                  Cesare Alippi and
                  Lorenzo Livi},
  title        = {Learning Graph Embeddings on Constant-Curvature Manifolds for Change
                  Detection in Graph Streams},
  journal      = {CoRR},
  volume       = {abs/1805.06299},
  year         = {2018}
}

@article{DBLP:journals/corr/abs-1805-07113,
  author       = {Daniele Zambon and
                  Cesare Alippi and
                  Lorenzo Livi},
  title        = {Change Point Methods on a Sequence of Graphs},
  journal      = {CoRR},
  volume       = {abs/1805.07113},
  year         = {2018}
}

@inproceedings{DBLP:conf/ssci/ZambonLA17,
  author       = {Daniele Zambon and
                  Lorenzo Livi and
                  Cesare Alippi},
  title        = {Detecting changes in sequences of attributed graphs},
  booktitle    = {{SSCI}},
  pages        = {1--7},
  publisher    = {{IEEE}},
  year         = {2017}
}

@article{DBLP:journals/corr/ZambonAL17,
  author       = {Daniele Zambon and
                  Cesare Alippi and
                  Lorenzo Livi},
  title        = {Concept Drift and Anomaly Detection in Graph Streams},
  journal      = {CoRR},
  volume       = {abs/1706.06941},
  year         = {2017}
}

@inproceedings{DBLP:conf/pkdd/CarreraRZFB16,
  author       = {Diego Carrera and
                  Beatrice Rossi and
                  Daniele Zambon and
                  Pasqualina Fragneto and
                  Giacomo Boracchi},
  title        = {{ECG} Monitoring in Wearable Devices by Sparse Models},
  booktitle    = {{ECML/PKDD} {(3)}},
  series       = {Lecture Notes in Computer Science},
  volume       = {9853},
  pages        = {145--160},
  publisher    = {Springer},
  year         = {2016}
}

@article{DBLP:journals/jbi/TognazzoERSDFP09,
  author       = {Sandro Tognazzo and
                  Bovo Emanuela and
                  Fiore Anna Rita and
                  Guzzinati Stefano and
                  Monetti Daniele and
                  Stocco Cramen Fiorella and
                  Zambon Paola},
  title        = {Probabilistic classifiers and automated cancer registration: An exploratory
                  application},
  journal      = {J. Biomed. Informatics},
  volume       = {42},
  number       = {1},
  pages        = {1--10},
  year         = {2009}
}

@inproceedings{DBLP:conf/ccs/ChristodorescuSSSZ09,
  author       = {Mihai Christodorescu and
                  Reiner Sailer and
                  Douglas Lee Schales and
                  Daniele Sgandurra and
                  Diego Zamboni},
  title        = {Cloud security is not (just) virtualization security: a short paper},
  booktitle    = {{CCSW}},
  pages        = {97--102},
  publisher    = {{ACM}},
  year         = {2009}
}

@article{DBLP:journals/nar/KarsentyBTLMHCSJCFWPDFBZBNG03,
  author       = {Emmanuelle Karsenty and
                  Emmanuel Barillot and
                  Gwenola Tosser{-}Klopp and
                  Yvette Lahbib{-}Mansais and
                  Denis Milan and
                  Francois Hatey and
                  Susanna Cirera and
                  Milena Sawera and
                  Claus B. J{\o}rgensen and
                  Bhanu Chowdhary and
                  Merete Fredholm and
                  Klaus Wimmers and
                  Siriluck Ponsuksili and
                  Roberta Davoli and
                  Luca Fontanesi and
                  Silvia Braglia and
                  Paolo Zambonelli and
                  Daniele Bigi and
                  Stefan Neuenschwander and
                  Jo{\"{e}}l Gellin},
  title        = {The {GENETPIG} database: a tool for comparative mapping in pig (Sus
                  scrofa)},
  journal      = {Nucleic Acids Res.},
  volume       = {31},
  number       = {1},
  pages        = {138--141},
  year         = {2003}
}

@inproceedings{DBLP:conf/iciap/TeseiTZ95,
  author       = {Alessandra Tesei and
                  Andrea Trucco and
                  Daniele Zambonini},
  title        = {A Fast Object Orientation Estimation and Recognition Technique for
                  Underwater Acoustic Imaging},
  booktitle    = {{ICIAP}},
  series       = {Lecture Notes in Computer Science},
  volume       = {974},
  pages        = {715--720},
  publisher    = {Springer},
  year         = {1995}
}

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