A Hierarchical Dirichlet Language Model

Natural Language Engineering, Vol. 1, No. 3. (1994), pp. 1-19.

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Abstract

We discuss a hierarchical probabilistic model whose predictions are similar to those of the popular language modelling procedure known as `smoothing'. A number of interesting differences from smoothing emerge. The insights gained from a probabilistic view of this problem point towards new directions for language modelling. The ideas of this paper are also applicable to other problems such as the modelling of triphomes in speech, and DNA and protein sequences in molecular biology. The new...

@article{citeulike:237592, abstract = {We discuss a hierarchical probabilistic model whose predictions are similar to those of the popular language modelling procedure known as `smoothing'. A number of interesting differences from smoothing emerge. The insights gained from a probabilistic view of this problem point towards new directions for language modelling. The ideas of this paper are also applicable to other problems such as the modelling of triphomes in speech, and DNA and protein sequences in molecular biology. The new...}, author = {Mackay, D. J. C. and Peto, L. }, citeulike-article-id = {237592}, journal = {Natural Language Engineering}, keywords = {bayesian\_network, dirichlet, nlp}, number = {3}, pages = {1--19}, posted-at = {2006-09-05 18:34:20}, priority = {2}, title = {A Hierarchical Dirichlet Language Model}, url = {http://citeseer.ist.psu.edu/mackay94hierarchical.html}, volume = {1}, year = {1994} }

RIS record

TY - JOUR ID - citeulike:237592 L3 - citeulike-article-id:237592 TI - A Hierarchical Dirichlet Language Model JF - Natural Language Engineering VL - 1 IS - 3 SP - 1 EP - 19 N2 - We discuss a hierarchical probabilistic model whose predictions are similar to those of the popular language modelling procedure known as `smoothing'. A number of interesting differences from smoothing emerge. The insights gained from a probabilistic view of this problem point towards new directions for language modelling. The ideas of this paper are also applicable to other problems such as the modelling of triphomes in speech, and DNA and protein sequences in molecular biology. The new... KW - bayesian_network KW - dirichlet KW - nlp AU - Mackay, DJC AU - Peto, L PY - 1994/// UR - http://citeseer.ist.psu.edu/mackay94hierarchical.html ER -

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