Bio-signal Processing Using Cartesian Genetic Programming Evolved Artificial Neural Network (CGPANN)
Created by W.Langdon from
gp-bibliography.bib Revision:1.8081
- @InProceedings{Ahmad:2012:FIT,
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author = "Arbab Masood Ahmad and Gul Muhammad Khan",
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booktitle = "Frontiers of Information Technology (FIT), 2012 10th
International Conference on",
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title = "Bio-signal Processing Using Cartesian Genetic
Programming Evolved Artificial Neural Network
(CGPANN)",
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year = "2012",
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pages = "261--268",
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DOI = "doi:10.1109/FIT.2012.54",
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abstract = "The aim of this paper is to explore the application of
Neuro-Evolutionary Techniques to the diagnosis of
various diseases. We applied the evolutionary technique
of Cartesian Genetic programming Evolved Artificial
Neural Network (CG-PANN) for the detection of three
important diseases. Some cases showed excellent results
while others are in the process of experimentation. In
the first case we worked on diagnosing the extent of
Parkinson's disease using a computer based test.
Experiments in this case are in progress. In the second
case, we applied the Fine Needle Aspirate (FNA) data
for Breast Cancer from the WDBC website to our network
to classify the samples as either benign
(non-cancerous) or malignant (cancerous). The results
from these experiments were highly satisfactory. In the
third case, we developed a modified form of
Pan-Tompkins's algorithm to detect the fiducial points
from ECG signals and extracted key features from them.
The features shall be applied to our network to
classify the signals for the different types of
Arrhythmias. Experimentation is still in progress.",
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keywords = "genetic algorithms, genetic programming, cardiology,
diseases, electrocardiography, feature extraction,
medical signal processing, neural nets, signal
classification, CG-PANN, Cartesian genetic programming
evolved artificial neural network, ECG signal, FNA
data, Pan-Tompkins algorithm, Parkinson disease,
arrhythmia, benign cancer, bio-signal processing,
breast cancer, electrocardiography, experimentation
process, feature extraction, fiducial point, fine
needle aspirate, malignant cancer, neuro-evolutionary
technique, Artificial neural networks, Cancer,
Diseases, Electrocardiography, Feature extraction,
Training, Breast Cancer detection, CGPANN, Cardiac
Arrhythmias, FNA, Parkinson's Disease",
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notes = "Also known as \cite{6424333}",
- }
Genetic Programming entries for
Arbab Masood Ahmad
Gul Muhammad Khan
Citations