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2017 | OriginalPaper | Chapter

Short Text Classification Technology Based on KNN+Hierarchy SVM

Authors : Chunyong Yin, Lingfeng Shi, Jin Wang

Published in: Advanced Multimedia and Ubiquitous Engineering

Publisher: Springer Singapore

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Abstract

A short text classification method based on combination of KNN and hierarchical SVM is proposed. First, the KNN algorithm is improved to get the K nearest neighbor class labels quickly, so as to effectively filter the candidate classes of documents. And then classify them from top to bottom using a multi-class sparse hierarchical SVM classifier. By this way, the document can be classified efficiently.

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Literature
1.
Zhang, H., Zhong, G.: Improving short text classification by learning vector representations of both words and hidden topics. Knowl. Based Syst. 102, 76–86 (2016)CrossRef
2.
Yin, C., Xi, J.: Maximum entropy model for mobile text classification in cloud computing using improved information gain algorithm. Multimedia Tools Appl., 1–17 (2016)
3.
Altınel, B., Ganiz, M.C.: A new hybrid semi-supervised algorithm for text classification with class-based semantics. Knowl. Based Syst. 108, 50–64 (2016)CrossRef
4.
Yin, C., Xiang, J., et al.: Short text classification algorithm based on semi-supervised learning and SVM. Int. J. Multimedia Ubiquit. Eng. 10(12), 195–206 (2015)CrossRef
5.
Tang, X., Xu, A.: Multi-class classification using kernel density estimation on K-nearest neighbours. Electron. Lett. 52, 600–602 (2016)CrossRef
6.
Dong, C., Zhou, B., Hu, J.: A hierarchical SVM based multiclass classification by using similarity clustering. In: International Joint Conference on Neural Networks, pp. 1–6 (2015)
7.
Tanveer, M., et al.: An efficient regularized K-nearest neighbor based weighted twin support vector regression. Knowl. Based Syst. 94, 70–87 (2016)CrossRef
Metadata
Title
Short Text Classification Technology Based on KNN+Hierarchy SVM
Authors
Chunyong Yin
Lingfeng Shi
Jin Wang
Copyright Year
2017
Publisher
Springer Singapore
Book
Advanced Multimedia and Ubiquitous Engineering

Print ISBN: 978-981-10-5040-4

Electronic ISBN: 978-981-10-5041-1

Copyright Year: 2017

DOI
https://doi.org/10.1007/978-981-10-5041-1_100

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