Search Results for author: Sneh Pandya

Found 3 papers, 3 papers with code

AGNet: Weighing Black Holes with Deep Learning

1 code implementation17 Aug 2021 Joshua Yao-Yu Lin, Sneh Pandya, Devanshi Pratap, Xin Liu, Matias Carrasco Kind, Volodymyr Kindratenko

We find a 1$\sigma$ scatter of 0. 37 dex between the predicted SMBH mass and the fiducial virial mass estimate based on SDSS single-epoch spectra, which is comparable to the systematic uncertainty in the virial mass estimate.

Time Series Time Series Analysis

E(2) Equivariant Neural Networks for Robust Galaxy Morphology Classification

1 code implementation2 Nov 2023 Sneh Pandya, Purvik Patel, Franc O, Jonathan Blazek

We propose the use of group convolutional neural network architectures (GCNNs) equivariant to the 2D Euclidean group, $E(2)$, for the task of galaxy morphology classification by utilizing symmetries of the data present in galaxy images as an inductive bias in the architecture.

Inductive Bias Morphology classification

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