Mimicking the halo-galaxy connection using machine learning

Physics

• Star Formation Rate 100%
• Stellar Mass 100%
• Galaxy Properties 100%
• Machine Learning 100%
• Galaxy Halos 100%
• Galactic Evolution 50%
• Power Spectra 50%
• Spatial Distribution 50%
• Neural Network 50%
• Correlation Coefficient 50%
• Random Noise 50%

Keyphrases

• Halo 100%
• Machine Learning 100%
• Haloes-galaxies 100%
• Star Formation Rate 33%
• Galaxies 33%
• Stellar Masses 33%
• Galaxy Properties 33%
• Spatial Distribution 16%
• Existing Data 16%
• Galaxy Formation 16%
• Power Spectrum 16%
• Mass Concentration 16%
• Machine Learning Techniques 16%
• Overdensity 16%
• Neural Network 16%
• K-nearest 16%
• Pearson Correlation Coefficient 16%
• Predictive Distribution 16%
• Synthetic Minority Oversampling Technique (SMOTE) 16%
• Gaussian Noise 16%
• Light Gradient Boosting Machine 16%
• Imbalanced Data 16%
• Data Augmentation 16%
• Good Enough 16%
• Magnetohydrodynamical Simulations 16%
• Extremely Randomized Trees 16%
• Human-machine Systems 16%