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LibShortText - 短文本分类

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Chih-Jen Lin的新作。
http://www.csie.ntu.edu.tw/~cjlin/

  • LIBSVM: a simple and easy-to-use support vector machines tool for classification (C-SVC, nu-SVC), regression (epsilon-SVR, nu-SVR), and distribution estimation.
    It includes a GUI for both classification and regression. Version 1.0 released in April 2000. Current Version: 3.17, April 2013.
    See software document published in ACM TIST: pdf,ps.gz, ACM digital lib.
  • LIBLINEAR: a library for large linear classification. It is very suitable for document classification. Version 1.0 released in April 2007.Current Version: 1.93, January 2013.
  • LibShortText: a library for short-text classification and analysis. Version 1.0 released in February 2013. Current Version: 1.0, February 2013.

 

Introduction

LibShortText is an open source tool for short-text classification and analysis. It can handle the classification of, for example, titles, questions, sentences, and short messages. Main features of LibShortText include

  • It is more efficient than general text-mining packages. On a typical computer, processing and training 10 million short texts takes only around half an hour.
  • The fast training and testing is built upon the linear classifier LIBLINEAR
  • Default options often work well without tedious tuning.
  • An interactive tool for error analysis is included. Based on the property that each short text contains few words, LibShortText provides details in predicting each text.

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