Dimension Reduction - Adaptive Dimension Reduction

Adaptive Dimension Reduction

Many dimension reduction techniques do the reduction once for all.

Adaptive dimension reduction combines dimension reduction and unsupervised learning (clustering) together to improve the reduced data (subspace) adaptively.

Read more about this topic:  Dimension Reduction

Famous quotes containing the words adaptive, dimension and/or reduction:

    The shift from the perception of the child as innocent to the perception of the child as competent has greatly increased the demands on contemporary children for maturity, for participating in competitive sports, for early academic achievement, and for protecting themselves against adults who might do them harm. While children might be able to cope with any one of those demands taken singly, taken together they often exceed children’s adaptive capacity.
    David Elkind (20th century)

    By intervening in the Vietnamese struggle the United States was attempting to fit its global strategies into a world of hillocks and hamlets, to reduce its majestic concerns for the containment of communism and the security of the Free World to a dimension where governments rose and fell as a result of arguments between two colonels’ wives.
    Frances Fitzgerald (b. 1940)

    The reduction of nuclear arsenals and the removal of the threat of worldwide nuclear destruction is a measure, in my judgment, of the power and strength of a great nation.
    Jimmy Carter (James Earl Carter, Jr.)