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
Link To Document