Support Vector Machine-Based Phase Prediction of Multi-Principal Element Alloys

Mathematics

• Support Vector Machine 100%
• Prediction 63%
• Neural Networks 37%
• Melting 35%
• Search Space 31%
• Cross-validation 29%
• Design Process 19%
• K-nearest Neighbor 17%
• Hyperparameters 16%
• Material Properties 16%
• Tuning 15%
• Machine Learning 14%
• Standard deviation 13%
• Experimental Results 13%
• Performance 7%
• Model 4%

Engineering & Materials Science

• Support vector machines 63%
• Melting point 28%
• Neural networks 24%
• Materials properties 11%
• Tuning 10%
• Machine learning 9%