Sentiment Analysis and
Opinion Mining
ii
Editor
Graeme Hirst, University of Toronto
Synthesis Lectures on Human Language Technologies publishes monographs on topics relating to
natural language processing, computational linguistics, information retrieval, and spoken language
understanding. Emphasis is placed on important new techniques, on new applications, and on top-
ics that combine two or more HLT subfields.
http://www.morganclaypool.com/toc/hlt/1/1
Sentiment Analysis and Opinion Mining
Bing Liu
2012
Discourse Processing
Manfred Stede
2011
Bitext Alignment
Jörg Tiedemann
2011
Linguistic Structure Prediction
Noah A. Smith
2011
Learning to Rank for Information Retrieval and Natural Language Processing
Hang Li
2011
Computational Modeling of Human Language Acquisition
Afra Alishahi
2010
Synthesis Lectures on Human
Language Technologies
Introduction to Arabic Natural Language Processing
Nizar Y. Habash
2010
Cross-Language Information Retrieval
Jian-Yun Nie
2010
Automated Grammatical Error Detection for Language Learners
Claudia Leacock, Martin Chodorow, Michael Gamon, Joel Tetreault
2010
Data-Intensive Text Processing with MapReduce
Jimmy Lin, Chris Dyer
2010
Semantic Role Labeling
Martha Palmer, Daniel Gildea, Nianwen Xue
2010
Spoken Dialogue Systems
Kristiina Jokinen, Michael McTear
2009
Introduction to Chinese Natural Language Processing
Kam-Fai Wong, Wenjie Li, Ruifeng Xu, Zheng-sheng Zhang
2009
Introduction to Linguistic Annotation and Text Analytics
Graham Wilcock
2009
Dependency Parsing
Sandra Kübler, Ryan McDonald, Joakim Nivre
2009
Statistical Language Models for Information Retrieval
ChengXiang Zhai
2008
SYNTHESIS LECTURES ON HUMAN LANGUAGE TECHNOLOGIES iii
Copyright © 2012 by Morgan & Claypool
All rights reserved. No part of this publication may be reproduced, stored in a retrieval system, or transmitted in
any form or by any means—electronic, mechanical, photocopy, recording, or any other except for brief quotations in
printed reviews, without the prior permission of the publisher.
Sentiment Analysis and Opinion Mining
Bing Liu
www.morganclaypool.com
ISBN: 9781608458844 paperback
ISBN: 9781608458851 ebook
DOI: 10.2200/S00416ED1V01Y201204HLT016
A Publication in the
SYNTHESIS LECTURES ON HUMAN LANGUAGE TECHNOLOGIES
Lecture #16
Series Editor: Graeme Hirst, University of Toronto
Series ISSN
ISSN 1947-4040 print
ISSN 1947-4059 electronic
Sentiment Analysis and
Opinion Mining
Bing Liu
University of Illinois at Chicago
SYNTHESIS LECTURES ON HUMAN LANGUAGE TECHNOLOGIES #16