Marco Gregnanin

According to our database, Marco Gregnanin authored at least 8 papers between 2023 and 2026.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2026

Dynamic Hypergraph Representation Learning for Multivariate Time Series without Prior Knowledge.

Marco Gregnanin, Johannes De Smedt, Giorgio Gnecco, Maurizio Parton

CoRR, May, 2026

The Statistical Significance of the Inclusion of Graph Neural Networks in the Financial Time Series Forecasting Problem.

Marco Gregnanin, Johannes De Smedt, Giorgio Gnecco, Maurizio Parton

CoRR, May, 2026

2024

Signature-based portfolio allocation: a network approach.

Marco Gregnanin, Yanyi Zhang, Johannes De Smedt, Giorgio Gnecco, Maurizio Parton

Appl. Netw. Sci., December, 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

Predicting the Failure of Component X in the Scania Dataset with Graph Neural Networks.

Maurizio Parton, Andrea Fois, Michelangelo Vegliò, Carlo Metta, Marco Gregnanin

Proceedings of the Advances in Intelligent Data Analysis XXII, 2024

A Generative Adversarial Graph Neural Network for Synthetic Time Series Data.

Marco Gregnanin, Johannes De Smedt, Giorgio Gnecco, Maurizio Parton

Proceedings of the Discovery Science Late Breaking Contributions 2024 (DS-LB 2024) co-located with 27th International Conference Discovery Science 2024 (DS 2024), 2024

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

Proceedings of the Machine Learning and Principles and Practice of Knowledge Discovery in Databases, 2023

Signature-Based Community Detection for Time Series.

Marco Gregnanin, Johannes De Smedt, Giorgio Gnecco, Maurizio Parton

Proceedings of the Complex Networks & Their Applications XII, 2023