Guarding against spurious discoveries in high dimensions

Mathematics

• Higher Dimensions 100%
• Asymptotic distribution 63%
• Covariance Information 62%
• Covariates 61%
• Statistical Learning 48%
• Binary Outcomes 45%
• Learning Algorithm 42%
• Bootstrapping 42%
• High-dimensional Data 41%
• Data Mining 41%
• Subset 40%
• Machine Learning 39%
• Generalized Linear Model 38%
• Goodness of fit 37%
• Model Selection 36%
• Benchmark 35%
• Data analysis 32%
• Null 32%
• Multiplier 32%
• Linear Model 31%
• Sample Size 27%
• Regression 27%
• Model 23%

Engineering & Materials Science

• Learning algorithms 18%
• Data mining 18%
• Machine learning 15%
• Set theory 13%