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03/15/2023
From Images to Features: Unbiased Morphology Classification via Variational Auto-Encoders and Domain Adaptation
We present a novel approach for the dimensionality reduction of galaxy i...
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11/20/2022
Finding active galactic nuclei through Fink
We present the Active Galactic Nuclei (AGN) classifier as currently impl...
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09/28/2022
Explainable classification of astronomical uncertain time series
Exploring the expansion history of the universe, understanding its evolu...
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11/22/2021
Fink: early supernovae Ia classification using active learning
We describe how the Fink broker early supernova Ia classifier optimizes ...
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10/12/2020
Active learning with RESSPECT: Resource allocation for extragalactic astronomical transients
The recent increase in volume and complexity of available astronomical d...
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05/18/2020
Ridges in the Dark Energy Survey for cosmic trough identification
Cosmic voids and their corresponding redshift-aggregated projections of ...
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09/29/2019
Active Anomaly Detection for time-domain discoveries
We present the first application of adaptive machine learning to the ide...
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08/06/2019
Machine Learning and the future of Supernova Cosmology
Machine Learning methods will play a fundamental role in our ability to ...
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12/23/2018