Transductive support vector machines for cross-lingual sentiment classification

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Transductive support vector machines for cross-lingual sentiment classification

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. part of the effort to better exploiting this information for supporting users, researches have been actively investigating the problem of automatic sentiment classification. Sentiment classification. . . . . . 4 1.4.1 Sentiment classification . . . . . . . . . . . . . . . . . . . . . . 4 1.4.1.1 Sentiment classification tasks . . . . . . . . . . . . . 4 1.4.1.2 Sentiment classification features. rely heavily on annotated corpus for training the sentiment classifier. The sentiment corpora are considered as the most valuable resources for the sentiment classification task. However, such

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Mục lục

  • Table of Contents

  • List of Figures

  • List of Tables

  • 1.1 Introduction

  • 1.2 What might be involved?

  • 1.3 Our approach

  • 1.4 Related works

  • 1.4.1 Sentiment classification

  • 1.4.2 Cross-domain text classification

  • 2.1 Sentiment Analysis

  • 2.1.1 Applications

  • 2.2 Support Vector Machines

  • 2.3 Semi-supervised techniques

  • 2.3.1 Generate maximum-likelihood models

  • 2.3.2 Co-training and bootstrapping

  • 2.3.3 Transductive SVM

  • 3.1 The semi-supervised model

  • 3.2 Review Translation

  • 3.3.1 Words Segmentation

  • 3.3.2 Part of Speech Tagging

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