Impact of Outliers and Dimensionality Reduction on the Performance of Predictive Models for Medical Disease Diagnosis

Author:

Uzun Ozsahin Dilber1,Taiwo Mustapha Mubarak2,Saleh Mubarak Auwalu3,Said Ameen Zubaida3,Uzun Berna4

Affiliation:

1. University of Sharjah,College of Health Science,Department of Medical Diagnostic Imaging,Sharjah,United Arab Emirates

2. Near East University,Operation Research Centre in Healthcare,Nicosia,North Cyprus

3. Near East University,Research Center for AI and IoT, AI and Robotics Institute,Department of Artificial Intelligence,Turkey

4. Carlos III University of Madrid Getafe,Department of Statistics,Madrid,Spain

Publisher

IEEE

Reference37 articles.

1. Pima Indians Diabetes Database,2022

2. Personal Key Indicators of Heart Disease,2022

3. UCI Machine Learning Repository: Breast Cancer Wisconsin (Diagnostic) Data Set,2022

4. Dimensionality reduction for heterogeneous dataset in rushes editing

5. Parameter tuning in the support vector machine and random forest and their performances in cross- and same-year crop classification using TerraSAR-X

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