Shift of Bias
Although most learning algorithms have a static bias, some algorithms are designed to shift their bias as they acquire more data (Utgoff, 1984). This does not avoid bias, since the bias shifting process itself must have a bias.
Read more about this topic: Inductive Bias
Famous quotes containing the words shift and/or bias:
“The frantic search of five-year-olds for friends can thus be seen to forecast the beginnings of a basic shift in the parent-child relationship, a shift which will occur gradually over many long years, and in which a child needs not only the support of child allies engaged in the same struggle but also the understanding of his parents.”
—Dorothy H. Cohen (20th century)
“The solar system has no anxiety about its reputation, and the credit of truth and honesty is as safe; nor have I any fear that a skeptical bias can be given by leaning hard on the sides of fate, of practical power, or of trade, which the doctrine of Faith cannot down-weigh.”
—Ralph Waldo Emerson (18031882)