Non-parallel support vector classifiers with different loss functions

Siamak Mehrkanoon; Xiaolin Huang; Johan A. K. Suykens

doi:10.1016/j.neucom.2014.05.063

Non-parallel support vector classifiers with different loss functions

Siamak Mehrkanoon^*, Xiaolin Huang, Johan A. K. Suykens

^*Corresponding author for this work

Research output: Contribution to journal › Article › Academic › peer-review

Original language	English
Pages (from-to)	294-301
Number of pages	8
Journal	Neurocomputing
Volume	143
DOIs	https://doi.org/10.1016/j.neucom.2014.05.063
Publication status	Published - 2 Nov 2014
Externally published	Yes

Keywords

Non-parallel classifiers
Least squares loss
Pinball loss
Hinge loss
Kernel trick
TIME-SERIES PREDICTION
PINBALL LOSS
MACHINES
CLASSIFICATION
REGRESSION
ALGORITHM
PARAMETERS

Access to Document

10.1016/j.neucom.2014.05.063

Cite this

@article{38ebeeaa407848b0bc69514a6fd7fa43,

title = "Non-parallel support vector classifiers with different loss functions",

keywords = "Non-parallel classifiers, Least squares loss, Pinball loss, Hinge loss, Kernel trick, TIME-SERIES PREDICTION, PINBALL LOSS, MACHINES, CLASSIFICATION, REGRESSION, ALGORITHM, PARAMETERS",

author = "Siamak Mehrkanoon and Xiaolin Huang and Suykens, {Johan A. K.}",

year = "2014",

month = nov,

day = "2",

doi = "10.1016/j.neucom.2014.05.063",

language = "English",

volume = "143",

pages = "294--301",

journal = "Neurocomputing",

issn = "0925-2312",

publisher = "Elsevier Science",

}

TY - JOUR

T1 - Non-parallel support vector classifiers with different loss functions

AU - Mehrkanoon, Siamak

AU - Huang, Xiaolin

AU - Suykens, Johan A. K.

PY - 2014/11/2

Y1 - 2014/11/2

KW - Non-parallel classifiers

KW - Least squares loss

KW - Pinball loss

KW - Hinge loss

KW - Kernel trick

KW - TIME-SERIES PREDICTION

KW - PINBALL LOSS

KW - MACHINES

KW - CLASSIFICATION

KW - REGRESSION

KW - ALGORITHM

KW - PARAMETERS

U2 - 10.1016/j.neucom.2014.05.063

DO - 10.1016/j.neucom.2014.05.063

M3 - Article

VL - 143

SP - 294

EP - 301

JO - Neurocomputing

JF - Neurocomputing

SN - 0925-2312

ER -