Nonlinear Dimensionality Reduction - Manifold Learning Algorithms

Manifold Learning Algorithms

Some of the more prominent manifold learning algorithms are listed below (in approximately chronological order). An algorithm may learn an internal model of the data, which can be used to map points unavailable at training time into the embedding in a process often called out-of-sample extension.

Read more about this topic:  Nonlinear Dimensionality Reduction

Famous quotes containing the words manifold and/or learning:

    There must be no cessation
    Of motion, or of the noise of motion,
    The renewal of noise
    And manifold continuation....
    Wallace Stevens (1879–1955)

    What terrible questions we are learning to ask! The former men believed in magic, by which temples, cities, and men were swallowed up, and all trace of them gone. We are coming on the secret of a magic which sweeps out of men’s minds all vestige of theism and beliefs which they and their fathers held and were framed upon.
    Ralph Waldo Emerson (1803–1882)