A Machine Learning Suite to Halo-Galaxy Connection

Keyphrases

• Augmented Dataset 20%
• Dark Matter Halos 20%
• Extremely Randomized Trees 20%
• Galaxies 20%
• Galaxy Evolution 20%
• Galaxy Formation 20%
• Galaxy Properties 40%
• Gaussian Noise 20%
• Halo 100%
• Haloes-galaxies 100%
• Human-machine Systems 20%
• Imbalanced Data 20%
• K-nearest 20%
• Light Gradient Boosting Machine 20%
• Machine Learning 100%
• Machine Learning System 20%
• Magnetohydrodynamical Simulations 20%
• Mass Concentration 20%
• ML Algorithms 20%
• Neural Network 20%
• Overdensity 20%
• Oversampling Technique 20%
• Pearson Correlation Coefficient 20%
• Stacking Model 20%
• Star Formation Rate 20%
• Stellar Masses 20%
• Synthetic Minority 20%

Physics

• Correlation Coefficient 50%
• Dark Matter 50%
• Galactic Evolution 50%
• Galaxy Evolution 50%
• Galaxy Halos 100%
• Galaxy Properties 100%
• Machine Learning 100%
• Neural Network 50%
• Random Noise 50%
• Star Formation Rate 50%
• Stellar Mass 50%