Distributed Face Recognition Using Multiple Kernel Discriminant Analysis in Wireless Sensor Networks
This paper proposes a module based distributed wireless face recognition system by integrating multiple kernel discriminant analysis with face recognition in wireless sensor networks. By maximizing the margin maximization criterion (MMC), we separately perform an iterative scheme for kernel paramete...
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| Main Authors: | , |
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| Format: | Article |
| Language: | English |
| Published: |
Wiley
2014-01-01
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| Series: | International Journal of Distributed Sensor Networks |
| Online Access: | https://doi.org/10.1155/2014/242105 |
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| _version_ | 1849690247712997376 |
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| author | Xiao-Zhang Liu Guan Yang |
| author_facet | Xiao-Zhang Liu Guan Yang |
| author_sort | Xiao-Zhang Liu |
| collection | DOAJ |
| description | This paper proposes a module based distributed wireless face recognition system by integrating multiple kernel discriminant analysis with face recognition in wireless sensor networks. By maximizing the margin maximization criterion (MMC), we separately perform an iterative scheme for kernel parameter optimization for each module. The simulation on the FERET and CMU PIE face databases shows that our multiple kernel framework and the optimization procedure achieve high recognition performance, compared with single-kernel-based KDDA. |
| format | Article |
| id | doaj-art-eafa58b042de45f4a0363fe2722fef70 |
| institution | DOAJ |
| issn | 1550-1477 |
| language | English |
| publishDate | 2014-01-01 |
| publisher | Wiley |
| record_format | Article |
| series | International Journal of Distributed Sensor Networks |
| spelling | doaj-art-eafa58b042de45f4a0363fe2722fef702025-08-20T03:21:22ZengWileyInternational Journal of Distributed Sensor Networks1550-14772014-01-011010.1155/2014/242105242105Distributed Face Recognition Using Multiple Kernel Discriminant Analysis in Wireless Sensor NetworksXiao-Zhang Liu0Guan Yang1 School of Computer Science, Dongguan University of Technology, Dongguan 523808, China School of Computer Science, Zhongyuan University of Technology, Zhengzhou 450007, ChinaThis paper proposes a module based distributed wireless face recognition system by integrating multiple kernel discriminant analysis with face recognition in wireless sensor networks. By maximizing the margin maximization criterion (MMC), we separately perform an iterative scheme for kernel parameter optimization for each module. The simulation on the FERET and CMU PIE face databases shows that our multiple kernel framework and the optimization procedure achieve high recognition performance, compared with single-kernel-based KDDA.https://doi.org/10.1155/2014/242105 |
| spellingShingle | Xiao-Zhang Liu Guan Yang Distributed Face Recognition Using Multiple Kernel Discriminant Analysis in Wireless Sensor Networks International Journal of Distributed Sensor Networks |
| title | Distributed Face Recognition Using Multiple Kernel Discriminant Analysis in Wireless Sensor Networks |
| title_full | Distributed Face Recognition Using Multiple Kernel Discriminant Analysis in Wireless Sensor Networks |
| title_fullStr | Distributed Face Recognition Using Multiple Kernel Discriminant Analysis in Wireless Sensor Networks |
| title_full_unstemmed | Distributed Face Recognition Using Multiple Kernel Discriminant Analysis in Wireless Sensor Networks |
| title_short | Distributed Face Recognition Using Multiple Kernel Discriminant Analysis in Wireless Sensor Networks |
| title_sort | distributed face recognition using multiple kernel discriminant analysis in wireless sensor networks |
| url | https://doi.org/10.1155/2014/242105 |
| work_keys_str_mv | AT xiaozhangliu distributedfacerecognitionusingmultiplekerneldiscriminantanalysisinwirelesssensornetworks AT guanyang distributedfacerecognitionusingmultiplekerneldiscriminantanalysisinwirelesssensornetworks |