Bioautomation (Mar 2007)

On an Intuitionistic Fuzzy Approach for Decision Making in Medicine: Part 1

  • Krassimir Atanassov,
  • Stefan Hadjitodorov,
  • Ludmila Todorova,
  • Peter Vassilev

Journal volume & issue
Vol. 6, no. 1
pp. 92 – 101

Abstract

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Determining the readiness of the patient for weaning from long-term mechanical ventilation is one of the main tasks that need to be overcome by clinician in the intensive care units. In the present paper it is defined as a pattern recognition problem and four classification methods are applied in order to solve it: Stepwise discriminant analysis (SDA), stepwise logistic regression (SLR); intuitionistic fuzzy Voronoi diagrams and nonpulmonary weaning index (NPWI), applied to 17 features (variables). The result of each method is represented by relative recognition accuracy. As a final estimate of the classification a value which is received as an aggregated result from the four estimates received by each of the procedures.

Keywords