Bio-signal Processing Using Cartesian Genetic Programming Evolved Artificial Neural Network (CGPANN)

Created by W.Langdon from gp-bibliography.bib Revision:1.3872

@InProceedings{Ahmad:2012:FIT,
  author =       "Arbab Masood Ahmad and Gul Muhammad Khan",
  booktitle =    "Frontiers of Information Technology (FIT), 2012 10th
                 International Conference on",
  title =        "Bio-signal Processing Using Cartesian Genetic
                 Programming Evolved Artificial Neural Network
                 (CGPANN)",
  year =         "2012",
  pages =        "261--268",
  DOI =          "doi:10.1109/FIT.2012.54",
  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.",
  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",
  notes =        "Also known as \cite{6424333}",
}

Genetic Programming entries for Arbab Masood Ahmad Gul Muhammad Khan

Citations