Grouping and dimensionality reduction by locally linear embedding

被引：0

作者：

Polito, M ^{[1
]}

Perona, P ^{[1
]}

机构：

[1] CALTECH, Div Phys Math & Astron, Pasadena, CA 91125 USA

来源：

ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 14, VOLS 1 AND 2 | 2002年 / 14卷

关键词：

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Locally Linear Embedding (LLE) is an elegant nonlinear dimensionality-reduction technique recently introduced by Roweis and Saul [2]. It fails when the data is divided into separate groups. We study a variant of LLE that can simultaneously group the data and calculate local embedding of each group. An estimate for the upper bound on the intrinsic dimension of the data set is obtained automatically.

引用

页码：1255 / 1262

页数：8

共 50 条

[1] Nonlinear dimensionality reduction by locally linear embedding
Roweis, ST
Saul, LK
SCIENCE, 2000, 290 (5500) : 2323 - +
[2] Locally Linear Embedding for dimensionality reduction in QSAR
P.-J. L’Heureux
J. Carreau
Y. Bengio
O. Delalleau
S. Y. Yue
Journal of Computer-Aided Molecular Design, 2004, 18 : 475 - 482
[3] Locally linear embedding for dimensionality reduction in QSAR
L'Heureux, PJ
Carreau, J
Bengio, Y
Delalleau, O
Yue, SY
JOURNAL OF COMPUTER-AIDED MOLECULAR DESIGN, 2004, 18 (7-9) : 475 - 482
[4] Quantum locally linear embedding for nonlinear dimensionality reduction
Xi He
Li Sun
Chufan Lyu
Xiaoting Wang
Quantum Information Processing, 2020, 19
[5] Quantum locally linear embedding for nonlinear dimensionality reduction
He, Xi
Sun, Li
Lyu, Chufan
Wang, Xiaoting
QUANTUM INFORMATION PROCESSING, 2020, 19 (09)
[6] Self-organized locally linear embedding for nonlinear dimensionality reduction
Xiao, J
Zhou, ZT
Hu, DW
Yin, JS
Chen, S
ADVANCES IN NATURAL COMPUTATION, PT 1, PROCEEDINGS, 2005, 3610 : 101 - 109
[7] Dimensionality reduction of hyperspectral imagery using improved locally linear embedding
Chen, Guangyi
Qian, Shen-En
JOURNAL OF APPLIED REMOTE SENSING, 2007, 1
[8] Dimensionality reduction of hyperspectral imagery using improved locally linear embedding
Chen, Guangyi
Qian, Shen-En
Journal of Applied Remote Sensing, 2007, 1 (01):
[9] Dimensionality reduction and visualization of geoscientific images via locally linear embedding
Boschetti, F
COMPUTERS & GEOSCIENCES, 2005, 31 (06) : 689 - 697
[10] Dimensionality reduction of fMRI time series data using locally linear embedding
Peter Mannfolk
Ronnie Wirestam
Markus Nilsson
Freddy Ståhlberg
Johan Olsrud
Magnetic Resonance Materials in Physics, Biology and Medicine, 2010, 23 : 327 - 338

← 1 2 3 4 5 →