Title :
On Suboptimal Sequential Pattern Recognition
Author :
Cardillo, Gerard P. ; Fu, King-Sun
Author_Institution :
IEEE
Abstract :
Abstract—In this note, three suboptimal solutions are obtained for the joint sequential feature selection and pattern classification problem. These solutions allow the comparison of two distinctly different approximations to the optimal procedure. One approximation involves simplifying assumptions on the underlying distribution of features for each pattern class, while the second involves an approximation in the implementation of the optimal procedure.
Keywords :
Index Terms—Backward programming, dynamic sequential pattern recognition, feature ordering, feature selection, Markov feature dependence, suboptimum sequential pattern recognition.; Aerodynamics; Binary trees; Circuits; Cryogenics; Delay effects; Dynamic programming; Iterative algorithms; Pattern recognition; Proposals; Springs; Index Terms—Backward programming, dynamic sequential pattern recognition, feature ordering, feature selection, Markov feature dependence, suboptimum sequential pattern recognition.;
Journal_Title :
Computers, IEEE Transactions on
DOI :
10.1109/TC.1968.229163
