Efficient Cross-validation of the complete Two stages in KFD Classifier Formulation
This paper presents an efficient evaluation algorithm for cross-validating the two-stage approach of KFD classifiers. The proposed algorithm is of the same complexity level as the existing indirect efficient cross-validation methods but it is more reliable since it is direct and constitutes exact cr...
| Main Authors: | , , |
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| Other Authors: | |
| Format: | Conference Paper |
| Published: |
IEEE Coputer Society Conference Publishing Services
2006
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| Online Access: | http://hdl.handle.net/20.500.11937/14950 |
| _version_ | 1848748760337743872 |
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| author | An, Senjian Liu, Wan-Quan Venkatesh, Svetha |
| author2 | Y.Y. Tang |
| author_facet | Y.Y. Tang An, Senjian Liu, Wan-Quan Venkatesh, Svetha |
| author_sort | An, Senjian |
| building | Curtin Institutional Repository |
| collection | Online Access |
| description | This paper presents an efficient evaluation algorithm for cross-validating the two-stage approach of KFD classifiers. The proposed algorithm is of the same complexity level as the existing indirect efficient cross-validation methods but it is more reliable since it is direct and constitutes exact cross-validation for the KFD classifier formulation. Simulations demonstrate that the proposed algorithm is almost as fast as the existing fast indirect evaluation algorithm and the two-stage cross-validation selects better models on most of the thirteen benchmark data sets. |
| first_indexed | 2025-11-14T07:10:10Z |
| format | Conference Paper |
| id | curtin-20.500.11937-14950 |
| institution | Curtin University Malaysia |
| institution_category | Local University |
| last_indexed | 2025-11-14T07:10:10Z |
| publishDate | 2006 |
| publisher | IEEE Coputer Society Conference Publishing Services |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | curtin-20.500.11937-149502022-10-20T07:26:23Z Efficient Cross-validation of the complete Two stages in KFD Classifier Formulation An, Senjian Liu, Wan-Quan Venkatesh, Svetha Y.Y. Tang S.P.Wang G. Lorette D.S. Young H. Yang This paper presents an efficient evaluation algorithm for cross-validating the two-stage approach of KFD classifiers. The proposed algorithm is of the same complexity level as the existing indirect efficient cross-validation methods but it is more reliable since it is direct and constitutes exact cross-validation for the KFD classifier formulation. Simulations demonstrate that the proposed algorithm is almost as fast as the existing fast indirect evaluation algorithm and the two-stage cross-validation selects better models on most of the thirteen benchmark data sets. 2006 Conference Paper http://hdl.handle.net/20.500.11937/14950 10.1109/ICPR.2006.473 IEEE Coputer Society Conference Publishing Services restricted |
| spellingShingle | An, Senjian Liu, Wan-Quan Venkatesh, Svetha Efficient Cross-validation of the complete Two stages in KFD Classifier Formulation |
| title | Efficient Cross-validation of the complete Two stages in KFD Classifier Formulation |
| title_full | Efficient Cross-validation of the complete Two stages in KFD Classifier Formulation |
| title_fullStr | Efficient Cross-validation of the complete Two stages in KFD Classifier Formulation |
| title_full_unstemmed | Efficient Cross-validation of the complete Two stages in KFD Classifier Formulation |
| title_short | Efficient Cross-validation of the complete Two stages in KFD Classifier Formulation |
| title_sort | efficient cross-validation of the complete two stages in kfd classifier formulation |
| url | http://hdl.handle.net/20.500.11937/14950 |