Name
Title | ||
|---|---|---|
A fast linear-in-the-parameters classifier construction algorithm using orthogonal forward selection to minimize leave-one-out misclassification rate |
Abstract | ||
|---|---|---|
We propose a simple and computationally efficient construction algorithm for two class linear-in-the-parameters classifiers. In order to optimize model generalization, a forward orthogonal selection (OFS) procedure is used for minimizing the leave-one-out (LOO) misclassification rate directly. An analytic formula and a set of forward recursive updating formula of the LOO misclassification rate are developed and applied in the proposed algorithm. Numerical examples are used to demonstrate that the proposed algorithm is an excellent alternative approach to construct sparse two class classifiers in terms of performance and computational efficiency. |
Year | DOI | Venue |
|---|---|---|
2008 | 10.1080/00207720701727822 | Int. J. Systems Science |
Keywords | Field | DocType |
misclassification rate,class classifier,class linear-in-the-parameters classifier,loo misclassification rate,analytic formula,computational efficiency,orthogonal forward selection,cross validation,regularization,proposed algorithm,leave-one-out misclassification rate,computationally efficient construction algorithm,classifier construction algorithm,classification,fast linear-in-the-parameters,model generalization,excellent alternative approach,forward regression,system identification.,system identification | Mathematical optimization,Algorithm,Regularization (mathematics),Classifier (linguistics),System identification,Cross-validation,Forward selection,Recursion,Mathematics,Forward regression | Journal |
Volume | Issue | ISSN |
39 | 2 | 0020-7721 |
Citations | PageRank | References |
14 | 0.60 | 10 |
Authors | ||
3 | ||
Name | Order | Citations | PageRank |
|---|---|---|---|
| X. Hong | 1 | 157 | 11.12 |
| songcan chen | 2 | 14 | 0.60 |
| C. J. Harris | 3 | 132 | 7.59 |