DocumentCode
1651082
Title
Planar arrangement of high-dimensional biomedical data sets by isomap coordinates
Author
Ik Soo Lim ; de Heras Ciechomski, P. ; Sarni, S. ; Thalmann, D.
Author_Institution
Virtual Reality Lab, Swiss Fed. Inst. of Technol., Lausanne, Switzerland
fYear
2003
Firstpage
50
Lastpage
55
Abstract
This article addresses 2-dimensional layout of high-dimensional biomedical datasets, which is useful for browsing them efficiently We employ the isomap technique, which is based on classical MDS (multi-dimensional scaling) but seeks to preserve the intrinsic geometry of the data, as captured in the geodesic manifold distances between all pairs of data points while classical approaches can see just the Euclidean structure. According to first two of isomap´s coordinates, the high-dimensional data points are arranged in a plane. Experimental results with images of marine creatures´ shapes and 3D bone renderings are presented.
Keywords
biology computing; biomechanics; bone; differential geometry; dynamic programming; medical information systems; multidimensional systems; principal component analysis; zoology; Euclidean structure; classical multi-dimensional scaling; geodesic manifold distances; high-dimensional biomedical datasets; high-dimensional data points; isomap coordinates; isomap technique; marine creatures´ shapes; planar arrangement; three-dimensional bone renderings; two-dimensional layout; Bioinformatics; Biomedical imaging; Bones; Euclidean distance; Geometry; Level measurement; Pixel; Principal component analysis; Shape; Virtual reality;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer-Based Medical Systems, 2003. Proceedings. 16th IEEE Symposium
Conference_Location
New York, NY, USA
ISSN
1063-71258
Print_ISBN
0-7695-1901-6
Type
conf
DOI
10.1109/CBMS.2003.1212766
Filename
1212766
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