Improved statistical models for limited datasets in uncertainty quantification using stochastic collocation

Mathematics

• Uncertainty Quantification 100%
• Collocation 74%
• Statistical Model 73%
• Probability density function 72%
• Moment Matching 54%
• kernel 25%
• Statistics 17%
• Random Sampling 14%
• Framework 14%
• Data-driven 14%
• Stochastic Model 11%
• Maximum Likelihood 11%
• Univariate 10%
• Output 9%
• Estimate 5%

Physics & Astronomy

• collocation 90%
• probability density functions 80%
• moments 53%
• statistics 19%
• random sampling 18%
• electrostatics 9%
• output 7%
• estimates 7%
• performance 5%

Engineering & Materials Science

• Probability density function 72%
• Uncertainty 46%
• Microactuators 17%
• Stochastic models 13%
• Electrostatics 13%
• Maximum likelihood 11%
• Sampling 8%