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ngiann authored Aug 20, 2024
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Implementation of the $\mbox{GPLVM}_+$ model presented in *Positive and Scale Invariant Gaussian Process Latent Variable Model for Astronomical Spectra, ESANN 2024*.

Below we show two examples of how to use the model. The experiments demonstrate the use of the model with a dataset of 72 images that are made available via the package [GPLVMplusData.jl](https://github.com/HITS-AIN/GPLVMplusData.jl). The 72 images are images of a rubber duck photographed from 72 angles, thus they form a latent space that is intrinsically a one-dimensional circle. We show in the experiments below that the model successfully discovers this latent space.
Below we show two examples of how to use the model. The experiments demonstrate the use of the model with a dataset of 72 images that are made available via the package [GPLVMplusData.jl](https://github.com/HITS-AIN/GPLVMplusData.jl). These 72 images have been taken from the COIL-20 repository that can be found [here](https://www.cs.columbia.edu/CAVE/software/softlib/coil-20.php). The 72 images are images of a rubber duck photographed from 72 angles, thus they form a latent space that is intrinsically a one-dimensional circle. We show in the experiments below that the model successfully discovers this latent space.

## Experiment 1

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