On methods of computer graphics for visualizing densities

Citation
J. Wegman, Edward et Luo, Qiang, On methods of computer graphics for visualizing densities, Journal of computational and graphical statistics , 11(1), 2002, pp. 137-162
ISSN journal
10618600
Volume
11
Issue
1
Year of publication
2002
Pages
137 - 162
Database
ACNP
SICI code
Abstract
This article focuses on visualizing densities and density approximators. We develop the relationship between the isopleths, the gradient, and the surface normals for a density with two-dimensional support. We show that these form a trihedron. We also develop the algorithm for computing the surface normal for the isopleths of a density with three-dimensional support. With this information in hand, we discuss rendering and lighting models, contouring algorithms, stereoscopic display algorithms, and visual design considerations. We conclude with some examples and a discussion of our experiences in using rendering and lighting, transparency, stereoscopy, dynamic rotation, and dynamic thresholding techniques to visualize densities.