DIAGNOSIS OF DISEASES OF THE BLOOD BASED ON CLUSTER ANALYSIS SAVED GAS-DISCHARGE RADIATION

Authors

  • N. V. Hlukhova SHEI “National Mining University", Dnipropetrovsk SHEI “Dnipropetrovsk Medical Academy of MPH of Ukraine"
  • L. A. Pisotska SHEI “National Mining University", Dnipropetrovsk SHEI “Dnipropetrovsk Medical Academy of MPH of Ukraine"

DOI:

https://doi.org/10.11603/mie.1996-1960.2014.3.3808

Abstract

The problems of diagnosis of diseases of blood and the risk of their development, the analysis of the shortcomings of existing methods. A new approach to the implementation of screening studies, which is based on image capture gasdischarge radiation smears or drops of blood in the electromagnetic field of high voltage on x-ray film. In order to improve the reliability of diagnostic decisions by eliminating subjective factors proposed automated computer processing of images glow blood-based histogram brightness of pixels and performing procedures fuzzy cluster analysis method «fuzzy c-means». Informed choice of methodology radiation imaging of biological objects yielded satisfactory results in the field of diagnostic screening for blood diseases, early definition of risk incurred. The practical value of the proposed diagnostic technique is confirmed by the results of experimental data using cluster analysis.

References

Руководство по гематологии: в 3 т. Т. 1. / подред. А. И. Воробьева. -М.: Ньюдиамед, 2002. -280 с.

Литвинов А. В. Способ дифференциальной диагностики развернутой и терминальной стадий хронического лейкоза // Патент РФ №2098821, МПК G01N33/48,1997.

Пісоцька Л. А., Глухова Н. В. Спосіб діагностики захворювань крові//Пат. 82295 Україна: MnKG01N 33/49/Заяв- ник та патентовласник Пісоцька Л. А. Заявл. 21.02.2013; опубл. 25.07.2013.

Глухова Н. В. Кирлиан-фотография мазков крови при анемиях/ Н. В. Глухова, Л. А. Песоцкая, Т. О. Опрятная// Академический журнал Западной Сибири Academic Journal of West Siberia- 2013 - Т. 9, №> 5 (48). - С. 23-24.

Глухова Н. В. Анализ изображений кирлиановского свечения капель воды / Н. В. Глухова, Л. А. Песоцкая, В. Н. Лапицкий // Науковий вісник Національного гірничого університету.-J№1.-2013.-С. 91-96.

Мандель И. Д. Кластерный анализ / И. Д. Мандель. - М.: Финансы и статистика, 1988.-176с.

Fern X. Z. Clustering ensembles forhigh dimensional data clustering / X. Z. Fern, C. E. Brodley // InProc. International Conference on Machine Learning. - 2003. - Р. 186-193.

Coordinate Descent and Clustering / J. C. Bezdek, R. J. Hathaway, R. E. Howard, C. A. Wilson // Control and Cybernetics.-Vol. 15.-Р. 195-204.

Downloads

Published

2015-05-14

How to Cite

Hlukhova, N. V., & Pisotska, L. A. (2015). DIAGNOSIS OF DISEASES OF THE BLOOD BASED ON CLUSTER ANALYSIS SAVED GAS-DISCHARGE RADIATION. Medical Informatics and Engineering, (3). https://doi.org/10.11603/mie.1996-1960.2014.3.3808

Issue

No. 3 (2014)

Section

Articles

License

Journal Medical Informatics and Engineering  allows the author(s) to hold the copyright without registration

 

The majority of Medical Informatics and Engineering Open Access journals publish open access articles under the terms of the Creative Commons Attribution (CC BY) License which permits use, distribution and reproduction in any medium, provided the original work is properly cited. The remaining journals offer a choice of licenses.

 Результат пошуку зображень за запитом "CC-BY logo"

This journal is available through Creative Commons (CC) License  CC-BY 4.0