Search Results for author: Atsushi J. Nishizawa

Found 2 papers, 0 papers with code

Identifying Cosmological Information in a Deep Neural Network

no code implementations7 Dec 2020 Koya Murakami, Atsushi J. Nishizawa

We compare our CNN classification results with those obtained from the two-point correlation of the distribution of dark matter particles, and find that the CNN offers better performance In addition, we use images made from a random Gauss simulation to train a CNN, which is then compared with the CNN trained by N-body simulation and two-point correlation.

Cosmology and Nongalactic Astrophysics

Photometric Redshifts for Hyper Suprime-Cam Subaru Strategic Program Data Release 1

no code implementations20 Apr 2017 Masayuki Tanaka, Jean Coupon, Bau-Ching Hsieh, Sogo Mineo, Atsushi J. Nishizawa, Joshua Speagle, Hisanori Furusawa, Satoshi Miyazaki, Hitoshi Murayama

Photometric redshifts are a key component of many science objectives in the Hyper Suprime-Cam Subaru Strategic Program (HSC-SSP).

Astrophysics of Galaxies

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