Signature-Based Community Detection for Time Series. - Marco Gregnanin; Johannes De Smedt; Giorgio Gnecco; Maurizio Parton (COMPLEX NETWORKS (2), 2023)

Stock Price Time Series Forecasting Using Dynamic Graph Neural Networks and Attention Mechanism in Recurrent Neural Networks. - Marco Gregnanin; Johannes De Smedt; Giorgio Gnecco; Maurizio Parton (PKDD/ECML Workshops (5), 2023)

A Generative Adversarial Graph Neural Network for Synthetic Time Series Data. - Marco Gregnanin; Johannes De Smedt; Giorgio Gnecco; Maurizio Parton (DS (LB), 2024)

Predicting the Failure of Component X in the Scania Dataset with Graph Neural Networks. - Maurizio Parton; Andrea Fois; Michelangelo Vegliò; Carlo Metta; Marco Gregnanin (IDA (2), 2024)

Achieving Predictive Precision: Leveraging LSTM and Pseudo Labeling for Volvo's Discovery Challenge at ECML-PKDD 2024. - Carlo Metta; Marco Gregnanin; Andrea Papini; Silvia Giulia Galfrè; Andrea Fois; Francesco Morandin; Marco Fantozzi; Maurizio Parton (CoRR, 2024)

Signature-based portfolio allocation: a network approach. - Marco Gregnanin; Yanyi Zhang; Johannes De Smedt; Giorgio Gnecco; Maurizio Parton (Appl. Netw. Sci., 2024)