14.11.2014 Views

slides - Salsa Group - Indiana University

slides - Salsa Group - Indiana University

slides - Salsa Group - Indiana University

SHOW MORE
SHOW LESS

You also want an ePaper? Increase the reach of your titles

YUMPU automatically turns print PDFs into web optimized ePapers that Google loves.

GTM & MDS Interpolation<br />

• Finds an optimal user-defined low-dimensional<br />

representation out of the data in high-dimensional<br />

space<br />

– Used for visualization<br />

• Multidimensional Scaling (MDS)<br />

– With respect to pairwise proximity information<br />

• Generative Topographic Mapping (GTM)<br />

– Gaussian probability density model in vector space<br />

• Interpolation<br />

– Out-of-sample extensions designed to process much larger<br />

data points with minor trade-off of approximation.

Hooray! Your file is uploaded and ready to be published.

Saved successfully!

Ooh no, something went wrong!