Robust training algorithm of neural network and support vector machine for pattern recognition and control
Traditional neural network approaches have suffered from difficulties with gener-alization ability and the over- fitting problem always plagues artificial lintelligence researchers.The support vector machines (SVMs)is a new and very promising classification technique developed by Vapnik and his rese...
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| Other Authors: | |
| Format: | Thesis |
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2008
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| Online Access: | http://hdl.handle.net/10356/4416 |
| _version_ | 1824453757801332736 |
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| author | Hu, Wenjie. |
| author2 | Song, Qing |
| author_facet | Song, Qing Hu, Wenjie. |
| author_sort | Hu, Wenjie. |
| collection | NTU |
| description | Traditional neural network approaches have suffered from difficulties with gener-alization ability and the over- fitting problem always plagues artificial lintelligence researchers.The support vector machines (SVMs)is a new and very promising classification technique developed by Vapnik and his research group. |
| first_indexed | 2025-02-19T03:11:30Z |
| format | Thesis |
| id | ntu-10356/4416 |
| institution | Nanyang Technological University |
| last_indexed | 2025-02-19T03:11:30Z |
| publishDate | 2008 |
| record_format | dspace |
| spelling | ntu-10356/44162023-07-04T15:16:10Z Robust training algorithm of neural network and support vector machine for pattern recognition and control Hu, Wenjie. Song, Qing School of Electrical and Electronic Engineering DRNTU::Engineering::Electrical and electronic engineering::Control and instrumentation Traditional neural network approaches have suffered from difficulties with gener-alization ability and the over- fitting problem always plagues artificial lintelligence researchers.The support vector machines (SVMs)is a new and very promising classification technique developed by Vapnik and his research group. Doctor of Philosophy (EEE) 2008-09-17T09:51:04Z 2008-09-17T09:51:04Z 2003 2003 Thesis http://hdl.handle.net/10356/4416 Nanyang Technological University application/pdf |
| spellingShingle | DRNTU::Engineering::Electrical and electronic engineering::Control and instrumentation Hu, Wenjie. Robust training algorithm of neural network and support vector machine for pattern recognition and control |
| title | Robust training algorithm of neural network and support vector machine for pattern recognition and control |
| title_full | Robust training algorithm of neural network and support vector machine for pattern recognition and control |
| title_fullStr | Robust training algorithm of neural network and support vector machine for pattern recognition and control |
| title_full_unstemmed | Robust training algorithm of neural network and support vector machine for pattern recognition and control |
| title_short | Robust training algorithm of neural network and support vector machine for pattern recognition and control |
| title_sort | robust training algorithm of neural network and support vector machine for pattern recognition and control |
| topic | DRNTU::Engineering::Electrical and electronic engineering::Control and instrumentation |
| url | http://hdl.handle.net/10356/4416 |
| work_keys_str_mv | AT huwenjie robusttrainingalgorithmofneuralnetworkandsupportvectormachineforpatternrecognitionandcontrol |