Title :
Multi-Class Prediction of Weighted Support Vector Machine Based on Temporal Data
Author :
Meng, Zhiqing ; Peng, Lifang ; Zhou, Gengui ; Zhu, Yihua
Author_Institution :
Coll. of Bus. & Adm., Zhejiang Univ. of Technol.
Abstract :
In this paper, we discuss a problem of multi-classification on temporal data. First, we present a classification model. According to the characteristic of temporal data and the need of the fact, we propose a weighted support vector multi-classification algorithm and analyze its classification performance theoretically. This algorithm introduces weight factors for samples and classes. Finally, experiments show that our proposed algorithm can effectively solve the misclassification problems and improves the correctness of multi-classification
Keywords :
pattern classification; support vector machines; temporal databases; misclassification problem; multiclass prediction; temporal data multiclassification; weighted support vector machine; Association rules; Data mining; Databases; Demand forecasting; Economic forecasting; Educational institutions; Marketing and sales; Support vector machine classification; Support vector machines; Weather forecasting;
Conference_Titel :
Computational Intelligence and Security, 2006 International Conference on
Conference_Location :
Guangzhou
Print_ISBN :
1-4244-0605-6
Electronic_ISBN :
1-4244-0605-6
DOI :
10.1109/ICCIAS.2006.294093