Natural Language Processing for Social Media. Diana Inkpen

Чтение книги онлайн.

СКАЧАТЬ 3.4.2 Emotion Analysis

       3.4.3 Sarcasm Detection

       3.4.4 Evaluation Measures for Opinion and Emotion Classification

       3.5 Event and Topic Detection

       3.5.1 Specified vs. Unspecified Event Detection

       3.5.2 New vs. Retrospective Events

       3.5.3 Emergency Situation Awareness

       3.5.4 Evaluation Measures for Event Detection

       3.6 Automatic Summarization

       3.6.1 Update Summarization

       3.6.2 Network Activity Summarization

       3.6.3 Event Summarization

       3.6.4 Opinion Summarization

       3.6.5 Keyphrase Generation

       3.6.6 Evaluation Measures for Summarization

       3.7 Machine Translation

       3.7.1 Neural Machine Translation

       3.7.2 Adapting Phrase-based Machine Translation to Normalize Medical Terms

       3.7.3 Translating Government Agencies’ Tweet Feeds

       3.7.4 Hashtag Occurrence, Layout, and Translation

       3.7.5 Machine Translation for Arabic Social Media

       3.7.6 Evaluation Measures for Machine Translation

       3.8 Summary

       4 Applications of Social Media Text Analysis

       4.1 Introduction

       4.2 Healthcare Applications

       4.3 Financial Applications

       4.4 Predicting Voting Intentions

       4.5 Media Monitoring

       4.6 Security and Defense Applications

       4.7 Disaster Response Applications

       4.8 NLP-based User Modeling

       4.9 Applications for Entertainment

       4.10 NLP-based Information Visualization for Social Media

       4.11 Government Communication

       4.12 Rumor Detection

       4.13 Recommender systems

       4.14 Preventing Sexual Harassment

       4.15 Summary

       5 Data Collection, Annotation, and Evaluation

       5.1 Introduction

       5.2 Discussion on Data Collection and Annotation

       5.3 Spam and Noise Detection

       5.4 Privacy and Democracy in Social Media

       5.5 Evaluation Benchmarks

       5.6 Summary

       6 Conclusion and Perspectives

       6.1 Conclusion

       6.2 Perspectives

       A TRANSLI: a Case Study for Social Media Analytics and Monitoring

       A.1 TRANSLI architecture

       A.2 User Interface

       Glossary

       Bibliography

       СКАЧАТЬ