• DocumentCode
    1667424
  • Title

    Maximum discriminant margin transform of discriminant functions

  • Author

    Schmieder, Fabian ; Bin Yang

  • Author_Institution
    Inst. of Signal Process. & Syst. Theor., Univ. of Stuttgart, Stuttgart, Germany
  • fYear
    2013
  • Firstpage
    3417
  • Lastpage
    3421
  • Abstract
    Many current multiclass classification approaches can be described by a set of discriminant functions, where the label of the class with the largest discriminant function is chosen as the best prediction. We develop an affine transform called maximum discriminant margin (MDM), which can use independently estimated discriminant functions to solve multiclass classification problems.
  • Keywords
    affine transforms; signal classification; MDM; affine transform; discriminant functions; maximum discriminant margin; maximum discriminant margin transform; multiclass classification approaches; multiclass classification problems; Educational institutions; Error analysis; Kernel; Probabilistic logic; Support vector machines; Training; Transforms; Cutting planes; Discriminant functions; Maximal margin; Multiclass classification;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE International Conference on
  • Conference_Location
    Vancouver, BC
  • ISSN
    1520-6149
  • Type

    conf

  • DOI
    10.1109/ICASSP.2013.6638292
  • Filename
    6638292