Multiclass Probabilistic Classification for Support Vector Machines

被引：2

作者：

Bae, Ji-Sang ^{[1
]}

Kim, Jong-Ok ^{[1
]}

机构：

[1] Korea Univ, Sch Elect Engn, Seoul, South Korea

来源：

IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS | 2015年 / E98D卷 / 06期

关键词：

multiclass classification; probabilistic classification; SVM; age-group classification;

D O I：

10.1587/transinf.2014EDL8167

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

Support Vector Machine (SVM) is one of the most widely used classifiers to categorize observations. This classifier deterministically selects a class that has the largest score for a classification output. In this letter, we propose a multiclass probabilistic classification method that reflects the degree of confidence. We apply the proposed method to age group classification and verify the performance.

引用

页码：1251 / 1255

页数：5

共 9 条

[1] [Anonymous], 2013, ELECT ELECT ENG INT
[2] Bae J.-S., 2013, P INT TECHN C CIRC S, P554
[3] A tutorial on Support Vector Machines for pattern recognition
Burges, CJC
[J]. DATA MINING AND KNOWLEDGE DISCOVERY, 1998, 2 (02) : 121 - 167
[4] Guo GD, 2009, PROC CVPR IEEE, P112, DOI 10.1109/CVPRW.2009.5206681
[5] Jun-Da Txia, 2009, Proceedings of the 2009 Fifth International Conference on Intelligent Information Hiding and Multimedia Signal Processing. IIH-MSP 2009, P885, DOI 10.1109/IIH-MSP.2009.142
[6] CombNET-III: A support vector machine based large scale classifier with probabilistic framework
Kugler, Mauricio
Kuroyanagi, Susumu
Nugroho, Anto Satriyo
Iwata, Akira
[J]. IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2006, E89D (09) : 2533 - 2541
[7] Age-Group Classification of Facial Images
Liu, Li
Liu, Jianming
Cheng, Jun
[J]. 2012 11TH INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND APPLICATIONS (ICMLA 2012), VOL 1, 2012, : 693 - 696
[8] Parandehgheibi M., 2011, P 6 INFORMS WORKSH D
[9] Platt JC, 2000, ADV NEUR IN, P61

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