Fifth Workshop on Millimetre Astronomy in Italy

Session

Machine learning, analysis tools

13 Jun 2023, 17:10

36. Chiara Mininni - Molecular vs continuum emission: a morphological comparison in ALMAGAL clumps

13/06/2023, 17:10

The analysis of the line emission at millimeter wavelengths is a powerful tool for studying the kinematic and thermal conditions of the gas in star-forming regions. However, the question of how well different species trace the emission of dust in the continuum at various scales has been addressed in the literature either by comparing the region of emission of the different lines with the...

38. Ivano Baronchelli - UMLAUT: A Data-Driven Machine Learning Approach with Automated Parameter Tuning and Outlier Detection (Invited)

13/06/2023, 17:30

UMLAUT (Unbiased Machine Learning Algorithm Using Topology) is a versatile machine learning algorithm initially developed as a variant of the highly efficient K-Nearest Neighbors (KNN) algorithm, known for its effectiveness in handling large datasets. While originally designed for the automatic classification of single emission lines, UMLAUT possesses remarkable potential that extends far...