Michela Gelfusa

Publication Activity (10 Years)

Years Active: 2015-2023
Publications (10 Years): 23

Top Topics

Model Selection Criteria

Geodesic Distance

Complex Systems

Symbolic Regression

Top Venues

Artif. Intell. Rev.

Publications

Andrea Murari, Emmanuele Peluso, Luca Spolladore, Riccardo Rossi, Michela Gelfusa
Upgrades of Genetic Programming for Data-Driven Modeling of Time Series. Evol. Comput. 31 (4) (2023)
Andrea Murari, Luca Spolladore, Riccardo Rossi, Michela Gelfusa
Combining dimensional and statistical analysis for efficient data driven modelling of complex systems. Inf. Sci. 644 (2023)
Andrea Murari, Michele Lungaroni, Luca Spolladore, Emmanuele Peluso, Riccardo Rossi, Michela Gelfusa
Information theoretic and neural computational tools for meta-analysis of cumulative databases in the age of Big Physics experiments. Neural Comput. Appl. 35 (1) (2023)
Andrea Murari, Riccardo Rossi, Michela Gelfusa
Combining neural computation and genetic programming for observational causality detection and causal modelling. Artif. Intell. Rev. 56 (7) (2023)
Andrea Murari, Riccardo Rossi, Luca Spolladore, Michele Lungaroni, Pasquale Gaudio, Michela Gelfusa
A practical utility-based but objective approach to model selection for regression in scientific applications. Artif. Intell. Rev. 56 (S2) (2023)
Andrea Murari, Michela Gelfusa, Michele Lungaroni, Pasquale Gaudio, Emmanuele Peluso
A systemic approach to classification for knowledge discovery with applications to the identification of boundary equations in complex systems. Artif. Intell. Rev. 55 (1) (2022)
Andrea Murari, Michele Lungaroni, Riccardo Rossi, Luca Spolladore, Michela Gelfusa
Complexity: Frontiers in Data-Driven Methods for Understanding, Prediction, and Control of Complex Systems 2022 on the Development of Information Theoretic Model Selection Criteria for the Analysis of Experimental Data. Complex. 2022 (2022)
Riccardo Rossi, Michela Gelfusa, Filippo De Masi, Matteo Ossidi, Andrea Murari
The Reciprocal Influence Criterion: An Upgrade of the Information Quality Ratio. Complex. 2021 (2021)
Luca Spolladore, Michela Gelfusa, Riccardo Rossi, Andrea Murari
Improved Treatment of the Independent Variables for the Deployment of Model Selection Criteria in the Analysis of Complex Systems. Entropy 23 (9) (2021)
Andrea Murari, Riccardo Rossi, Michele Lungaroni, Pasquale Gaudio, Michela Gelfusa
Quantifying Total Influence between Variables with Information Theoretic and Machine Learning Techniques. Entropy 22 (2) (2020)
Riccardo Rossi, Michela Gelfusa, Andrea Malizia, Pasqualino Gaudio
Adaptive Quasi-Unsupervised Detection of Smoke Plume by LiDAR. Sensors 20 (22) (2020)
Riccardo Rossi, Andrea Murari, Pasquale Gaudio, Michela Gelfusa
Upgrading Model Selection Criteria with Goodness of Fit Tests for Practical Applications. Entropy 22 (4) (2020)
Teddy Craciunescu, Andrea Murari, Ernesto Lerche, Michela Gelfusa, J. E. T. Contributors
Image-Based Methods to Investigate Synchronization between Time Series Relevant for Plasma Fusion Diagnostics. Entropy 22 (7) (2020)
Teddy Craciunescu, Andrea Murari, Michela Gelfusa
Causality Detection Methods Applied to the Investigation of Malaria Epidemics. Entropy 21 (8) (2019)
Michele Lungaroni, Andrea Murari, Emmanuele Peluso, Pasqualino Gaudio, Michela Gelfusa
Geodesic Distance on Gaussian Manifolds to Reduce the Statistical Errors in the Investigation of Complex Systems. Complex. 2019 (2019)
Teddy Craciunescu, Andrea Murari, Michela Gelfusa
Improving Entropy Estimates of Complex Network Topology for the Characterization of Coupling in Dynamical Systems. Entropy 20 (11) (2018)
Teddy Craciunescu, Andrea Murari, Emmanuele Peluso, Michela Gelfusa
A New Approach to Bolometric Tomography in Tokamaks. ISCAS (2018)
Andrea Murari, Michele Lungaroni, Emmanuele Peluso, Pasquale Gaudio, Ernesto Lerche, Luca Garzotti, Michela Gelfusa, J. E. T. Contributors
On the Use of Transfer Entropy to Investigate the Time Horizon of Causal Influences between Signals. Entropy 20 (9) (2018)
Teddy Craciunescu, Andrea Murari, Emmanuele Peluso, Michela Gelfusa, Michele Lungaroni, Pasqualino Gaudio
Complex networks for the analysis of the synchronization of time series relevant for plasma fusion diagnostics. ECCTD (2017)
Andrea Murari, Teddy Craciunescu, Emmanuele Peluso, Michela Gelfusa, J. E. T. Contributors
Detection of Causal Relations in Time Series Affected by Noise in Tokamaks Using Geodesic Distance on Gaussian Manifolds. Entropy 19 (10) (2017)
Andrea Murari, Emmanuele Peluso, Saeed Talebzadeh, Pasqualino Gaudio, Michele Lungaroni, Ondrej Mikulin, Jesús Vega, Michela Gelfusa
Deriving Realistic Mathematical Models from Support Vector Machines for Scientific Applications. KDIR (2017)
Andrea Murari, Saeed Talebzadeh, Jesús Vega, Emmanuele Peluso, Michela Gelfusa, Michele Lungaroni, Pasqualino Gaudio
A Metric to Improve the Robustness of Conformal Predictors in the Presence of Error Bars. COPA (2016)
Andrea Murari, Emmanuele Peluso, Michela Gelfusa, Michele Lungaroni, Pasqualino Gaudio
How to Handle Error Bars in Symbolic Regression for Data Mining in Scientific Applications. SLDS (2015)