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Realistic and Informative Simulations with machine learnING


Parameter Estimation for Open Clusters using an Artificial Neural Network with a QuadTree-based Feature Extractor

Author(s): Lorenzo Cavallo; Lorenzo Spina; Giovanni Carraro; Laura Magrini; Eloisa Poggio; Tristan Cantat-Gaudin; Mario Pasquato; Sara Lucatello; Sergio Ortolani; Jose Schiappacasse-Ulloa
Published in: The Astronomical Journal, Vol 167, Iss 1, p 12 (2023), Issue 5, 2023, ISSN 1538-3881
Publisher: IOPScience
DOI: 10.3847/1538-3881/ad07e5

Constructing Impactful Machine Learning Research for Astronomy: Best Practices for Researchers and Reviewers

Author(s): Huppenkothen, D.; Ntampaka, M.; Ho, M.; Fouesneau, M.; Nord, B.; Peek, J. E. G.; Walmsley, M.; Wu, J. F.; Avestruz, C.; Buck, T.; Brescia, M.; Finkbeiner, D. P.; Goulding, A. D.; Kacprzak, T.; Melchior, P.; Pasquato, M.; Ramachandra, N.; Ting, Y. -S.; van de Ven, G.; Villar, S.; Villar, V. A.; Zinger, E.
Published in: Bullettin of the AAS, Issue 2, 2023, ISSN 0002-7537
Publisher: AAS
DOI: 10.48550/arxiv.2310.12528

Hierarchical generative models for star clusters from hydro-dynamical simulations

Author(s): Stefano Torniamenti, Mario Pasquato, Pierfrancesco Di Cintio, Alessandro Ballone, Giuliano Iorio, M. Celeste Artale, Michela Mapelli
Published in: Monthly Notices of the Royal Astronomical Society, 2022, ISSN 0035-8711
Publisher: Blackwell Publishing Inc.
DOI: 10.1093/mnras/stab3608

Quantitatively rating galaxy simulations against real observations with anomaly detection

Author(s): Zehao Jin; Andrea V Macciò; Nicholas Faucher; Mario Pasquato; Tobias Buck; Keri L Dixon; Nikhil Arora; Marvin Blank; Pavle Vulanovic
Published in: Crossref, Issue 3, 2023, ISSN 1365-2966
Publisher: Oxford Academic
DOI: 10.1093/mnras/stae552

Sparse Logistic Regression for RR Lyrae versus Binaries Classification

Author(s): Piero Trevisan; Mario Pasquato; Gaia Carenini; Nicolas Mekhaël; Vittorio F. Braga; Giuseppe Bono; Mohamad Abbas
Published in: The Astrophysical Journal, Vol 950, Iss 2, p 103 (2023), Issue 1, 2023, ISSN 1538-4357
Publisher: IOPScience
DOI: 10.3847/1538-4357/accf8f

II. Core collapse

Author(s): Di Cintio, Pierfrancesco; Pasquato, Mario; Simon-Petit, Alicia; Yoon, Suk-Jin
Published in: A&A, Issue 1, 2022, ISSN 2575-3126
Publisher: EDP Sciences
DOI: 10.1051/0004-6361/202140710

NIHAO – XXVIII. Collateral effects of AGN on dark matter concentration and stellar kinematics

Author(s): Stefan Waterval; Sana Elgamal; Matteo Nori; Mario Pasquato; Andrea V Macciò; Marvin Blank; Keri L Dixon; Xi Kang; Tengiz Ibrayev
Published in: Crossref, Issue 3, 2022, ISSN 0035-8711
Publisher: Blackwell Publishing Inc.
DOI: 10.1093/mnras/stac1191

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