422 citations · 2k across the 36 of their papers we have counts for
Showing 2018Show all
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astro-ph.GA2018★ 33 cited
Dark Matter Halo Properties vs. Local Density and Cosmic Web Location
Tze Goh, Joel Primack, Christoph T. Lee +6
We study the effects of the local environmental density and the cosmic web environment (filaments, walls, and voids) on key properties of dark matter halos using the Bolshoi-Planck…
astro-ph.CO2018★ 58 cited
Classifying the Large Scale Structure of the Universe with Deep Neural Networks
Miguel A. Aragon-Calvo
We present the first application of deep neural networks to the semantic segmentation of cosmological filaments and walls in the Large Scale Structure of the Universe. Our results…
astro-ph.GA2018★ 8 cited
A Machine Learning Approach to Galaxy-LSS Classification I: Imprints on Halo Merger Trees
Jianan Hui, Miguel A. Aragon-Calvo, Xinping Cui +1
The cosmic web plays a major role in the formation and evolution of galaxies and defines, to a large extent, their properties. However, the relation between galaxies and environmen…