A hybrid neural network/genetic algorithm approach to optimizing feature extraction for signal classification

IEEE Transactions on Systems, Man, and Cybernetics. Part B, Cybernetics : a Publication of the IEEE Systems, Man, and Cybernetics Society
G A RovithakisM Zervakis

Abstract

In this paper, a hybrid neural network/genetic algorithm technique is presented, aiming at designing a feature extractor that leads to highly separable classes in the feature space. The application upon which the system is built, is the identification of the state of human peripheral vascular tissue (i.e., normal, fibrous and calcified). The system is further tested on the classification of spectra measured from the cell nucleii in blood samples in order to distinguish normal cells from those affected by Acute Lymphoblastic Leukemia. As advantages of the proposed technique we may encounter the algorithmic nature of the design procedure, the optimized classification results and the fact that the system performance is less dependent on the classifier type to be used.

References

Oct 5, 2001·IEEE Transactions on Bio-medical Engineering·G A RovithakisT G Papazoglou
Oct 20, 2006·IEEE/ACM Transactions on Computational Biology and Bioinformatics·Franco P Preparata
Feb 7, 2008·IEEE Transactions on Systems, Man, and Cybernetics. Part B, Cybernetics : a Publication of the IEEE Systems, Man, and Cybernetics Society·G A Rovithakis
Feb 7, 2008·IEEE Transactions on Systems, Man, and Cybernetics. Part B, Cybernetics : a Publication of the IEEE Systems, Man, and Cybernetics Society·G A Rovithakis
Jan 1, 1996·IEEE Transactions on Systems, Man, and Cybernetics. Part B, Cybernetics : a Publication of the IEEE Systems, Man, and Cybernetics Society·D Floreano, F Mondada
Jan 1, 1994·IEEE Transactions on Neural Networks·B A Whitehead, T D Choate
Jan 1, 1994·IEEE Transactions on Neural Networks·J R McDonnell, D Waagen
Jan 1, 1994·IEEE Transactions on Neural Networks·V Maniezzo
Jan 1, 1994·IEEE Transactions on Neural Networks·P J AngelineJ B Pollack
Jan 1, 1990·IEEE Transactions on Neural Networks·N E Cotter

❮ Previous
Next ❯

Citations

Mar 23, 2011·IEEE Transactions on Systems, Man, and Cybernetics. Part B, Cybernetics : a Publication of the IEEE Systems, Man, and Cybernetics Society·Tsung-Jung Hsieh, Wei-Chang Yeh
Feb 22, 2005·IEEE Transactions on Systems, Man, and Cybernetics. Part B, Cybernetics : a Publication of the IEEE Systems, Man, and Cybernetics Society·Hong GuoAsoke K Nandi

❮ Previous
Next ❯

Related Feeds

Blood And Marrow Transplantation

The use of hematopoietic stem cell transplantation or blood and marrow transplantation (bmt) is on the increase worldwide. BMT is used to replace damaged or destroyed bone marrow with healthy bone marrow stem cells. Here is the latest research on bone and marrow transplantation.

Related Papers

IEEE Transactions on Neural Systems and Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society
Siuly Siuly, Yan Li
Conference Proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society
Yan ZhaoZesheng Tang
© 2021 Meta ULC. All rights reserved