Hyperparameter optimization: A spectral approach

Keyphrases

• Hyperparameters 100%
• Spectral Approach 100%
• Hyperparameter Optimization 100%
• Decision Tree 66%
• Neural Network 33%
• Order of Magnitude 33%
• Fast Algorithm 33%
• Orthogonal Polynomials 33%
• Uniform Sampling 33%
• Random Search 33%
• Computation Time 33%
• Parallelizable 33%
• Compressed Sensing 33%
• Improved Solution 33%
• Quasi-polynomial 33%
• Iterative Applications 33%
• Discrete Fourier Transform 33%
• Sensing Technique 33%
• High-dimensional Regime 33%
• Boolean Analysis 33%
• Bayesian Optimization 33%
• CIFAR-10 33%
• Hyperband Optimization 33%
• Spearmint 33%
• Hyperband 33%
• Training Deep Neural Networks 33%

Mathematics

• Running Time 100%
• Decision Tree 100%
• Polynomial 50%
• Neural Network 50%
• Orthogonal Polynomial 50%
• Random Search 50%
• Fast Algorithm 50%
• Boolean Function 50%
• Discrete Fourier Transform 50%
• Deep Neural Network 50%
• Bayesian Optimization 50%

Computer Science

• Decision Trees 100%
• Neural Network 50%
• Polynomial Time 50%
• Fast Algorithm 50%
• Efficient Algorithm 50%
• Uniform Sampling 50%
• Computation Time 50%
• Boolean Function 50%
• Compressed Sensing 50%
• Fourier Transform 50%
• Iterative Application 50%
• Deep Neural Network 50%