• 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