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4. Multivariate Density Estimation and Visualization
David W. Scott
Subsections
4.1 Introduction
4.2 Visualization
4.2.1 Data Visualization
4.3 Density Estimation Algorithms and Theory
4.3.1 A High-Level View of Density Theory
Smoothing Parameters
No Unbiased Density Estimators
Rates of Convergence
Choosing Bandwidths in Practice
Oversmoothed Bandwidths
4.3.2 The Theory of Histograms
4.3.3 ASH and Kernel Estimators
4.3.4 Kernel and Other Estimators
4.4 Visualization of Trivariate Functionals
4.5 Conclusions