Manifold parametrizations by eigenfunctions of the Laplacian and heat kernels

被引:89
作者
Jones, Peter W. [1 ]
Maggioni, Mauro [2 ]
Schul, Raanan [3 ]
机构
[1] Yale Univ, Dept Math, New Haven, CT 06510 USA
[2] Duke Univ, Dept Math, Durham, NC 27708 USA
[3] Univ Calif Los Angeles, Dept Math, Los Angeles, CA 90095 USA
基金
美国国家科学基金会;
关键词
spectral geometry; nonlinear dimensionality reduction;
D O I
10.1073/pnas.0710175104
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
We use heat kernels or eigenfunctions of the Laplacian to construct local coordinates on large classes of Euclidean domains and Riemannian manifolds (not necessarily smooth, e.g., with C-alpha metric). These coordinates are bi-Lipschitz on large neighborhoods of the domain or manifold, with constants controlling the distortion and the size of the neighborhoods that depend only on natural geometric properties of the domain or manifold. The proof of these results relies on novel estimates, from above and below, for the heat kernel and its gradient, as well as for the eigenfunctions of the Laplacian and their gradient, that hold in the non-smooth category, and are stable with respect to perturbations within this category. Finally, these coordinate systems are intrinsic and efficiently computable, and are of value in applications.
引用
收藏
页码:1803 / 1808
页数:6
相关论文
共 18 条
[1]  
BELKIN M, 2003, ADV NIPS, P15
[2]   EMBEDDING RIEMANNIAN-MANIFOLDS BY THEIR HEAT KERNEL [J].
BERARD, P ;
BESSON, G ;
GALLOT, S .
GEOMETRIC AND FUNCTIONAL ANALYSIS, 1994, 4 (04) :373-398
[3]   Geometric diffusions as a tool for harmonic analysis and structure definition of data: Diffusion maps [J].
Coifman, RR ;
Lafon, S ;
Lee, AB ;
Maggioni, M ;
Nadler, B ;
Warner, F ;
Zucker, SW .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2005, 102 (21) :7426-7431
[4]  
COLFMAN RR, 2006, APPL COMPUT HARMON A, V21, P5
[5]   Low-dimensional, free-energy landscapes of protein-folding reactions by nonlinear dimensionality reduction [J].
Das, Payel ;
Moll, Mark ;
Stamati, Hernan ;
Kavraki, Lydia E. ;
Clementi, Cecilia .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2006, 103 (26) :9885-9890
[6]   Hessian eigenmaps: Locally linear embedding techniques for high-dimensional data [J].
Donoho, DL ;
Grimes, C .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2003, 100 (10) :5591-5596
[7]  
DONOHO DL, 2002, WHEN DOES ISOMAP REC
[8]   THE GREEN-FUNCTION FOR UNIFORMLY ELLIPTIC-EQUATIONS [J].
GRUTER, M ;
WIDMAN, KO .
MANUSCRIPTA MATHEMATICA, 1982, 37 (03) :303-342
[9]   THE ESSENTIAL SPECTRUM OF NEUMANN LAPLACIANS ON SOME BOUNDED SINGULAR DOMAINS [J].
HEMPEL, R ;
SECO, LA ;
SIMON, B .
JOURNAL OF FUNCTIONAL ANALYSIS, 1991, 102 (02) :448-483
[10]  
JONES PW, 1975, UNIVERSAL LOCAN MANI