Lung Cancer Detection: A Classification Approach Utilizing Oversampling and Support Vector Machines

Mathematics

• Oversampling 100%
• Lung Cancer 97%
• Support Vector Machine 89%
• Cancer 29%
• Small Cell Lung Cancer 27%
• Model Evaluation 21%
• Two-stage Model 21%
• Random Forest 20%
• Dimensionality Reduction 18%
• Differentiate 17%
• Pixel 17%
• Preprocessing 16%
• Health 14%
• Lowest 14%
• Classify 11%
• Cell 10%
• Model 9%
• Class 4%

Engineering & Materials Science

• Support vector machines 57%
• Cells 34%
• Medical problems 19%
• Dimensionality reduction 19%
• Random forests 18%
• Pixels 13%