Search Results for author: Anthony O. Smith

Found 3 papers, 1 papers with code

A Spectral Enabled GAN for Time Series Data Generation

no code implementations2 Mar 2021 Kaleb E. Smith, Anthony O. Smith

uTSGAN showed to outperform TSGAN in 80\% of the data sets by the same number of training epochs and 60\% of the data sets in 3/4th the amount of training time or less while maintaining the few shot generation ability with better FID scores across those data sets.

Generative Adversarial Network Time Series +1

Conditional GAN for timeseries generation

1 code implementation30 Jun 2020 Kaleb E Smith, Anthony O. Smith

It is abundantly clear that time dependent data is a vital source of information in the world.

Generative Adversarial Network Time Series +1

A Category Space Approach to Supervised Dimensionality Reduction

no code implementations27 Oct 2016 Anthony O. Smith, Anand Rangarajan

To this end, we set up a model in which each class is represented as a 1D subspace of the vector space formed by the features.

Supervised dimensionality reduction

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