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Oncology Reports
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Print ISSN: 1021-335X Online ISSN: 1791-2431
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April 2006 Volume 15 Issue 4

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Journals

International Journal of Molecular Medicine

International Journal of Molecular Medicine

International Journal of Molecular Medicine is an international journal devoted to molecular mechanisms of human disease.

International Journal of Oncology

International Journal of Oncology

International Journal of Oncology is an international journal devoted to oncology research and cancer treatment.

Molecular Medicine Reports

Molecular Medicine Reports

Covers molecular medicine topics such as pharmacology, pathology, genetics, neuroscience, infectious diseases, molecular cardiology, and molecular surgery.

Oncology Reports

Oncology Reports

Oncology Reports is an international journal devoted to fundamental and applied research in Oncology.

Experimental and Therapeutic Medicine

Experimental and Therapeutic Medicine

Experimental and Therapeutic Medicine is an international journal devoted to laboratory and clinical medicine.

Oncology Letters

Oncology Letters

Oncology Letters is an international journal devoted to Experimental and Clinical Oncology.

Biomedical Reports

Biomedical Reports

Explores a wide range of biological and medical fields, including pharmacology, genetics, microbiology, neuroscience, and molecular cardiology.

Molecular and Clinical Oncology

Molecular and Clinical Oncology

International journal addressing all aspects of oncology research, from tumorigenesis and oncogenes to chemotherapy and metastasis.

World Academy of Sciences Journal

World Academy of Sciences Journal

Multidisciplinary open-access journal spanning biochemistry, genetics, neuroscience, environmental health, and synthetic biology.

International Journal of Functional Nutrition

International Journal of Functional Nutrition

Open-access journal combining biochemistry, pharmacology, immunology, and genetics to advance health through functional nutrition.

International Journal of Epigenetics

International Journal of Epigenetics

Publishes open-access research on using epigenetics to advance understanding and treatment of human disease.

Medicine International

Medicine International

An International Open Access Journal Devoted to General Medicine.

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Article

Automated identification of cancerous smears using various competitive intelligent techniques

  • Authors:
    • G. Dounias
    • B. Bjerregaard
    • J. Jantzen
    • A. Tsakonas
    • N. Ampazis
    • G. Panagi
    • E. Panourgias

  • View Affiliations / Copyright

    Affiliations: Department of Financial and Management Engineering, University of the Aegean, 82100 Chios, Greece. g.dounias@aegean.gr
  • Pages: 1001-1006
    |
    Published online on: April 1, 2006
       https://doi.org/10.3892/or.15.4.1001
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Abstract

In this study the performance of various intelligent methodologies is compared in the task of pap-smear diagnosis. The selected intelligent methodologies are briefly described and explained, and then, the acquired results are presented and discussed for their comprehensibility and usefulness to medical staff, either for fault diagnosis tasks, or for the construction of automated computer-assisted classification of smears. The intelligent methodologies used for the construction of pap-smear classifiers, are different clustering approaches, feature selection, neuro-fuzzy systems, inductive machine learning, genetic programming, and second order neural networks. Acquired results reveal the power of most intelligent techniques to obtain high quality solutions in this difficult problem of medical diagnosis. Some of the methods obtain almost perfect diagnostic accuracy in test data, but the outcome lacks comprehensibility. On the other hand, results scoring high in terms of comprehensibility are acquired from some methods, but with the drawback of achieving lower diagnostic accuracy. The experimental data used in this study were collected at a previous stage, for the purpose of combining intelligent diagnostic methodologies with other existing computer imaging technologies towards the construction of an automated smear cell classification device.

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Copy and paste a formatted citation
Spandidos Publications style
Dounias G, Bjerregaard B, Jantzen J, Tsakonas A, Ampazis N, Panagi G and Panourgias E: Automated identification of cancerous smears using various competitive intelligent techniques. Oncol Rep 15: 1001-1006, 2006.
APA
Dounias, G., Bjerregaard, B., Jantzen, J., Tsakonas, A., Ampazis, N., Panagi, G., & Panourgias, E. (2006). Automated identification of cancerous smears using various competitive intelligent techniques. Oncology Reports, 15, 1001-1006. https://doi.org/10.3892/or.15.4.1001
MLA
Dounias, G., Bjerregaard, B., Jantzen, J., Tsakonas, A., Ampazis, N., Panagi, G., Panourgias, E."Automated identification of cancerous smears using various competitive intelligent techniques". Oncology Reports 15.4 (2006): 1001-1006.
Chicago
Dounias, G., Bjerregaard, B., Jantzen, J., Tsakonas, A., Ampazis, N., Panagi, G., Panourgias, E."Automated identification of cancerous smears using various competitive intelligent techniques". Oncology Reports 15, no. 4 (2006): 1001-1006. https://doi.org/10.3892/or.15.4.1001
Copy and paste a formatted citation
x
Spandidos Publications style
Dounias G, Bjerregaard B, Jantzen J, Tsakonas A, Ampazis N, Panagi G and Panourgias E: Automated identification of cancerous smears using various competitive intelligent techniques. Oncol Rep 15: 1001-1006, 2006.
APA
Dounias, G., Bjerregaard, B., Jantzen, J., Tsakonas, A., Ampazis, N., Panagi, G., & Panourgias, E. (2006). Automated identification of cancerous smears using various competitive intelligent techniques. Oncology Reports, 15, 1001-1006. https://doi.org/10.3892/or.15.4.1001
MLA
Dounias, G., Bjerregaard, B., Jantzen, J., Tsakonas, A., Ampazis, N., Panagi, G., Panourgias, E."Automated identification of cancerous smears using various competitive intelligent techniques". Oncology Reports 15.4 (2006): 1001-1006.
Chicago
Dounias, G., Bjerregaard, B., Jantzen, J., Tsakonas, A., Ampazis, N., Panagi, G., Panourgias, E."Automated identification of cancerous smears using various competitive intelligent techniques". Oncology Reports 15, no. 4 (2006): 1001-1006. https://doi.org/10.3892/or.15.4.1001
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