• DocumentCode
    513060
  • Title

    Frame based kernel methods for automatic classification in hyperspectral data

  • Author

    Benedetto, John J. ; Czaja, Wojciech ; Flake, Justin C. ; Hirn, Matthew

  • Author_Institution
    Dept. of Math., Univ. of Maryland, College Park, MD, USA
  • Volume
    4
  • fYear
    2009
  • fDate
    12-17 July 2009
  • Abstract
    We propose a new kernel and frame based dimension reducing algorithm by exploiting the synergy between endmembers and kernel based classification schemes. This synergy becomes available by means of utilizing the notions of frames and frame representations.
  • Keywords
    geophysical techniques; dimension reducing algorithm; endmembers; frame representations; hyperspectral data; kernel methods; Data mining; Educational institutions; Hyperspectral imaging; Image processing; Kernel; Machine learning; Machine learning algorithms; Manifolds; Mathematics; Principal component analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Geoscience and Remote Sensing Symposium,2009 IEEE International,IGARSS 2009
  • Conference_Location
    Cape Town
  • Print_ISBN
    978-1-4244-3394-0
  • Electronic_ISBN
    978-1-4244-3395-7
  • Type

    conf

  • DOI
    10.1109/IGARSS.2009.5417472
  • Filename
    5417472
    • Link To Document
    https://search.isc.ac/dl/search/defaultta.aspx?DTC=49&DC=513060