Decision tree classifier designed using hidden markov models

G - Physics – 10 – L

Patent

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G10L 15/08 (2006.01) G10L 15/14 (2006.01)

Patent

CA 2203649

A decision tree classifier (20) is designed using the hidden Markov model to yield a final classifier that can be implemented without using any mathematical operations. The apparatus of this invention moves all of the mathematical calculations to the construction of the decision tree. Once this is completed, the decision tree can be implemented using only logical operations such as memory addressing and binary comparison operations. This simplicity allows the decision tree to be implemented in a simple hardware form using conventional gates.

L'invention concerne un classificateur à arbres de décision (20). Ce dernier est conçu à l'aide du modèle de Markov caché pour produire un classificateur final qui peut être mis en oeuvre sans utiliser d'opérations mathématiques. L'appareil, selon la présente invention, déplace tous les calculs mathématiques vers la construction de l'arbre de décision. Une fois cette opération terminée, l'arbre de décision peut être mis en oeuvre uniquement à l'aide d'opérations logiques comme des opérations de comparaisons binaires et d'adressage de mémoire. Cette simplicité permet d'utiliser l'arbre de décision dans une simple forme de matériel à l'aide de portes traditionnelles.

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