Browsing Institutt for teoretisk astrofysikk by Author "Mucesh, Sunil"

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  • A machine learning approach to galaxy properties: joint redshift–stellar mass probability distributions with Random Forest 
    Mucesh, Sunil; Hartley, W. G.; Palmese, Antonella; Lahav, Ofer; Whiteway, L.; Bluck, A. F. L.; Alarcon, A.; Amon, A.; Bechtol, K.; Bernstein, G. M.; Carnero Rosell, A.; Carrasco Kind, Matias; Choi, A.; Eckert, K.; Everett, S.; Gruen, Daniel; Gruendl, Robert A.; Harrison, Ian; Huff, Eric M.; Kuropatkin, N.; Sevilla-Noarbe, I.; Sheldon, E.; Yanny, B.; Aguena, M.; Allam, S.; Bacon, D.; Bertin, Emmanuel; Bhargava, S.; Brooks, D.; Carretero, J.; Castander, F. J.; Conselice, C.; Costanzi, M.; Crocce, M.; da Costa, L. N.; Pereira, Maria Elidaiana da Silva; De Vicente, J.; Desai, S.; Diehl, H. T.; Drlica-Wagner, A.; Evrard, August E.; Ferrero, Ismael; Flaugher, B.; Fosalba, P.; Frieman, J.; García-Bellido, Juan; Gaztanaga, E.; Gerdes, David W.; Gschwend, J.; Gutierrez, G.; Hinton, Samuel R.; Hollowood, Devon L.; Honscheid, Klaus; James, D. J.; Kuehn, K.; Lima, M.; Lin, H.; Maia, M. A. G.; Melchior, P.; Menanteau, F.; Miquel, R.; Morgan, R.; Paz-Chinchón, Francisco; Plazas, Andrés A.; Sanchez, E.; Scarpine, V.; Schubnell, M.; Serrano, S.; Smith, Mathew; Suchyta, E.; Tarle, G.; Thomas, D.; To, Chun-Hao; Varga, T. N.; Wilkinson, R. D. (Journal article / Tidsskriftartikkel / PublishedVersion; Peer reviewed, 2021)
    ABSTRACT We demonstrate that highly accurate joint redshift–stellar mass probability distribution functions (PDFs) can be obtained using the Random Forest (RF) machine learning (ML) algorithm, even with few ...