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The supervised extension of GTM is proposed in this paper for the first time.
Here, the supervised extension of Generative Topographic Mapping was proposed as new efficient chemography method.
All these compounds were mapped into a small area by unsupervised GTM while well distinguished applying its supervised extension.
By contrast, PLS-DA, is a supervised extension of PCA that uses class information to maximise separation among observation classes.
To our knowledge for the first time, the supervised extension of Generative Topographic Mapping is proposed as an effective new chemography method.
Here, to our knowledge for the first time, we propose supervised extension of Generative Topographic Maps [52] that can be used as a universal tool to visualize the chemical space and to develop classification models.
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In this study, supervised extensions of Isomap and GTM were used for data visualization.
In this study, Generative Topographic Mapping and Isomap as well as their supervised extensions have been involved.
- Supervised and semi-supervised training – We distinguish between supervised and semi-supervised training.
RSM and our proposed extension to supervised RSM are covered in more detail.
To complement the strong evidence available on the impact of facility-based Kangaroo Mother Care (KMC), USAID is currently evaluating the feasibility of implementing community-based Kangaroo KMC, as an extension of supervised facility-based KMC, to help babies born with low birth weight survive.
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