Natural language processing for social media

Description

Contents List of Figures List of Tables Preface Acknowledgments Introduction to Social Media Analysis Introduction Social Media Applications Cross-language Document Analysis in Social Media Data Deep Learning techniques for Social Media Data Real-world Applications Challenges in Social Media Data Semantic Analysis of Social Media Summary Linguistic Pre-processing of Social Media Texts Introduction Generic Adaptation Techniques for NLP Tools Text Normalization Re-training NLP Tools for Social Media Texts Tokenizers Part-of-speech Taggers Chunkers and Parsers Named Entity Recognizers Existing NLP Toolkits for English and Their Adaptation Multi-linguality and Adaptation to Social Media Texts Language Identification Dialect Identification Summary Semantic Analysis of Social Media Texts Introduction Geo-location Detection Mapping Social Media Information on Maps Readily Available Geo-location Information Geo-location based on Network Infrastructure Geo-location based on the Social Network Structure Content-based Location Detection Evaluation Measures for Geo-location Detection Entity Linking and Disambiguation Detecting Entities and Linked Data Evaluation Measures for Entity Linking Opinion Mining and Emotion Analysis Sentiment Analysis Emotion Analysis Sarcasm Detection Evaluation Measures for Opinion and Emotion Classification Event and Topic Detection Specified vs. Unspecified Event Detection New vs. Retrospective Events Emergency Situation Awareness Evaluation Measures for Event Detection Automatic Summarization Update Summarization Network Activity Summarization Event Summarization Opinion Summarization Keyphrase Generation Evaluation Measures for Summarization Machine Translation Neural Machine Translation Adapting Phrase-based Machine Translation to Normalize Medical Terms Translating Government Agencies' Tweet Feeds Hashtag Occurrence, Layout, and Translation Machine Translation for Arabic Social Media Evaluation Measures for Machine Translation Summary Applications of Social Media Text Analysis Introduction Healthcare Applications Financial Applications Predicting Voting Intentions Media Monitoring Security and Defense Applications Disaster Response Applications NLP-based User Modeling Applications for Entertainment NLP-based Information Visualization for Social Media Government Communication Rumor Detection Recommender systems Preventing Sexual Harassment Summary Data Collection, Annotation, and Evaluation Introduction Discussion on Data Collection and Annotation Spam and Noise Detection Privacy and Democracy in Social Media Evaluation Benchmarks Summary Conclusion and Perspectives Conclusion Perspectives TRANSLI: a Case Study for Social Media Analytics and Monitoring TRANSLI architecture User Interface Glossary Bibliography Authors' Biographies Index