Title :
Estimating geodesic distances on locally linear patches
Author :
Meng, Deyu ; Xu, Zongben ; Gu, Nannan ; Dai, Mingwei
Author_Institution :
Xi´´an Jiaotong Univ., Xi´´an
Abstract :
Geodesic distance estimation is one of the key steps in isometric data embedding. This paper presents a new method to improve the precision of geodesic distance estimation. Different from the previous methods, the new method enlarges the searching area for approximate geodesic curve from local neighborhood edges to locally linear patches, which naturally leads to more precise geodesic distance estimation. Experiment results evidently show the improvement brought by the new method.
Keywords :
approximation theory; computational geometry; curve fitting; differential geometry; estimation theory; approximate geodesic curve; geodesic distance estimation; isometric data embedding; locally linear patches; H infinity control; Information technology; Pareto analysis; Signal processing; Geodesic distance estimation; isometric data embedding; neighborhood graph; nonlinear dimensionality reduction;
Conference_Titel :
Signal Processing and Information Technology, 2007 IEEE International Symposium on
Conference_Location :
Giza
Print_ISBN :
978-1-4244-1835-0
Electronic_ISBN :
978-1-4244-1835-0
DOI :
10.1109/ISSPIT.2007.4458006