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Concept
Isomap
Isomap is a
nonlinear dimensionality reduction
technique that extends
Multidimensional Scaling
(MDS) by incorporating
geodesic distances
, making it effective for unfolding complex, nonlinear manifolds. It preserves the
intrinsic geometry
of the data by approximating the manifold's structure through a
graph-based approach
, ensuring that the
reduced dimensions
maintain
meaningful relationships
between
data points
.
Relevant Degrees
Artificial Intelligence Systems 70%
Computational Mathematics 30%
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