History
The forward and backward recursions used in HMM as well as computations of marginal smoothing probabilities were first described by Ruslan L. Stratonovich in 1960 (pages 160—162) and in the late 1950s in his papers in Russian. The Hidden Markov Models were later described in a series of statistical papers by Leonard E. Baum and other authors in the second half of the 1960s. One of the first applications of HMMs was speech recognition, starting in the mid-1970s.
In the second half of the 1980s, HMMs began to be applied to the analysis of biological sequences, in particular DNA. Since then, they have become ubiquitous in the field of bioinformatics.
Read more about this topic: Hidden Markov Model
Famous quotes containing the word history:
“The history of a soldiers wound beguiles the pain of it.”
—Laurence Sterne (17131768)
“In history an additional result is commonly produced by human actions beyond that which they aim at and obtainthat which they immediately recognize and desire. They gratify their own interest; but something further is thereby accomplished, latent in the actions in question, though not present to their consciousness, and not included in their design.”
—Georg Wilhelm Friedrich Hegel (17701831)
“The history of literaturetake the net result of Tiraboshi, Warton, or Schlegel,is a sum of a very few ideas, and of very few original tales,all the rest being variation of these.”
—Ralph Waldo Emerson (18031882)