Early Stopping - Advantages

Advantages

Early stopping has several advantages:

  • It is fast.
  • It can be applied successfully to networks in which the number of weights far exceeds the sample size.
  • It requires only one major decision by the user: what proportion of validation cases to use.

Read more about this topic:  Early Stopping

Famous quotes containing the word advantages:

    When the manipulations of childhood are a little larceny, they may grow and change with the child into qualities useful and admire in the grown-up world. When they are the futile struggle for love and concern and protection, they may become the warped and ruthless machinations of adults who seek in the advantages of power what they could never win as children.
    Leontine Young (20th century)

    The advantages found in history seem to be of three kinds, as it amuses the fancy, as it improves the understanding, and as it strengthens virtue.
    David Hume (1711–1776)

    If the minds of women were enlightened and improved, the domestic circle would be more frequently refreshed by intelligent conversation, a means of edification now deplorably neglected, for want of that cultivation which these intellectual advantages would confer.
    Sarah M. Grimke (1792–1873)