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05/13/2022
Improving Astronomical Time-series Classification via Data Augmentation with Generative Adversarial Networks
Due to the latest advances in technology, telescopes with significant sk...
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01/20/2022
Deep Attention-Based Supernovae Classification of Multi-Band Light-Curves
In astronomical surveys, such as the Zwicky Transient Facility (ZTF), su...
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08/07/2020
Alert Classification for the ALeRCE Broker System: The Real-time Stamp Classifier
We present a real-time stamp classifier of astronomical events for the A...
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05/15/2020
RED: Deep Recurrent Neural Networks for Sleep EEG Event Detection
The brain electrical activity presents several short events during sleep...
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05/15/2020
On the Information Plane of Autoencoders
The training dynamics of hidden layers in deep learning are poorly under...
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05/15/2020
Transformation Based Deep Anomaly Detection in Astronomical Images
In this work, we propose several enhancements to a geometric transformat...
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01/02/2017
Deep-HiTS: Rotation Invariant Convolutional Neural Network for Transient Detection
We introduce Deep-HiTS, a rotation invariant convolutional neural networ...
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09/24/2015
A Review of Feature Selection Methods Based on Mutual Information
In this work we present a review of the state of the art of information ...
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09/23/2015
A review of learning vector quantization classifiers
In this work we present a review of the state of the art of Learning Vec...
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12/13/2011