Sparse quantum Gaussian processes to counter the curse of dimensionality

Mathematics

• Curse of Dimensionality 100%
• Gaussian Process 77%
• Quantum Computing 44%
• Low-rank Approximation 42%
• Scalability 40%
• Machine Learning 34%
• Bayesian Learning 23%
• Metamaterials 23%
• Quantum Circuits 23%
• Nyström Method 21%
• Complexity Analysis 20%
• Bayesian Networks 19%
• Hardware 19%
• Large Data Sets 19%
• Learning Algorithm 18%
• Data-driven 18%
• Exponential Growth 17%
• Sparsity 16%
• High Accuracy 16%
• Computational Cost 16%
• Linear algebra 15%
• Neural Networks 14%
• Error Bounds 14%
• Evidence 13%
• Design 9%

Engineering & Materials Science

• Scalability 63%
• Machine learning 58%
• Linear algebra 50%
• Metamaterials 47%
• Large dataset 43%
• Learning algorithms 32%
• Neural networks 24%
• Computer hardware 23%
• Networks (circuits) 21%
• Costs 15%