Generating Synthetic Samples to Improve Small Sample Learning with Mixed Numerical and Categorical Attributes

Business & Economics

• Back-propagation Neural Network 27%
• General Population 25%
• Industry 7%
• Machine Learning 26%
• Membership Function 24%
• Network Model 20%
• Regression Model 16%
• Sample Size 27%
• Sign Test 31%
• Small Sample 100%
• Student-t Distribution 28%
• Support Vector Regression 27%

Engineering & Materials Science

• Backpropagation 47%
• Industry 22%
• Machine learning 37%
• Membership functions 52%
• Neural networks 30%
• Students 37%
• Support vector regression 59%

Social Sciences

• cause 9%
• efficiency 12%
• industry 9%
• learning 34%
• neural network 20%
• regression 10%
• student 4%