A Statistical Binary Classifier: Probabilistic Vector Machine

被引：0
|
作者：
Cimpoesu, Mihai [1 ]
Sucila, Andrei [1 ]
Luchian, Henri [1 ]
机构：
[1] Alexandru Ioan Cuza Univ, Fac Comp Sci, Iasi, Romania
来源：
PROGRESS IN ARTIFICIAL INTELLIGENCE, EPIA 2013 | 2013年 / 8154卷
关键词：
binary classification; hyperplane classifier; SVM; probabilistic; statistical model; kernel;
D O I：
暂无
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
A binary classification algorithm, called Probabilistic Vector Machine - PVM, is proposed. It is based on statistical measurements of the training data, providing a robust and lightweight classification model with reliable performance. The proposed model is also shown to provide the optimal binary classifier, in terms of probability of error, under a set of loose conditions regarding the data distribution. We compare PVM against GEPSVM and PSVM and provide evidence of superior performance on a number of datasets in terms of average accuracy and standard deviation of accuracy.
引用
收藏
页码：211 / 222
页数：12
相关论文
共 50 条
  • [31] Support vector machine classifier with huberized pinball loss
    Zhu, Wenxin
    Song, Yunyan
    Xiao, Yingyuan
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2020, 91
  • [32] Support Vector Machine Classifier for Accurate Identification of piRNA
    Li, Taoying
    Gao, Mingyue
    Song, Runyu
    Yin, Qian
    Chen, Yan
    APPLIED SCIENCES-BASEL, 2018, 8 (11):
  • [33] Analysis of schizophrenia using support vector machine classifier
    G. Wiselin Jiji
    A. Rajesh
    Ajitha Kanagaraj
    Multimedia Tools and Applications, 2023, 82 : 32505 - 32517
  • [34] A sparse least squares support vector machine classifier
    Valyon, J
    Horváth, G
    2004 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-4, PROCEEDINGS, 2004, : 543 - 548
  • [35] A Probabilistic Support Vector Machine for Uncertain Data
    Yang, Jing-Lin
    Li, Han-Xiong
    2009 IEEE INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE FOR MEASUREMENT SYSTEMS AND APPLICATIONS, 2009, : 163 - 168
  • [36] Probabilistic Feature Selection and Classification Vector Machine
    Jiang, Bingbing
    Li, Chang
    de Rijke, Maarten
    Yao, Xin
    Chen, Huanhuan
    ACM TRANSACTIONS ON KNOWLEDGE DISCOVERY FROM DATA, 2019, 13 (02)
  • [37] Adaptive Pixel Classifier for Binary Structured Light A probabilistic kernel approach
    Chien, Hsiang-Jen
    Chen, Chia-Yen
    Chen, Chi-Fa
    Su, Yih-Ming
    2009 24TH INTERNATIONAL CONFERENCE IMAGE AND VISION COMPUTING NEW ZEALAND (IVCNZ 2009), 2009, : 367 - +
  • [38] Face Recognition Using Vector Quantization Histogram and Support Vector Machine Classifier
    Li, Rong-sheng
    Lee, Fei-fei
    Yan, Yan
    Chen, Qiu
    INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE: TECHNIQUES AND APPLICATIONS, AITA 2016, 2016, : 144 - 149
  • [39] Induction machine fault detection using support vector machine based classifier
    Ghate, V.N.
    Dudul, S.V.
    WSEAS Transactions on Systems, 2009, 8 (05): : 591 - 599
  • [40] A safe accelerative approach for pinball support vector machine classifier
    Yang, Zhiji
    Xu, Yitian
    KNOWLEDGE-BASED SYSTEMS, 2018, 147 : 12 - 24
12345