Introduction to NLP. Sentiment Analysis
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- Belinda Lamb
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1 NLP
2 Introduction to NLP Sentiment Analysis
3 Reviews of 1Q84 by Haruki Murakami 1Q84 is a tremendous feat and a triumph... A must-read for anyone who wants to come to terms with contemporary Japanese culture. Lindsay Howell, Baltimore Examiner Perhaps one of the most important works of science fiction of the year... 1Q84 does not disappoint... [It] envelops the reader in a shifting world of strange cults and peculiar characters that is surreal and entrancing. Matt Staggs, Suvudu.com Ambitious, sprawling and thoroughly stunning... Orwellian dystopia, sci-fi, the modern world (terrorism, drugs, apathy, pop novels) all blend in this dreamlike, strange and wholly unforgettable epic. Kirkus Reviews (starred review)
4 Reviews of 1Q84 by Haruki Murakami 1Q84 is a tremendous feat and a triumph... A must-read for anyone who wants to come to terms with contemporary Japanese culture. Lindsay Howell, Baltimore Examiner Perhaps one of the most important works of science fiction of the year... 1Q84 does not disappoint... [It] envelops the reader in a shifting world of strange cults and peculiar characters that is surreal and entrancing. Matt Staggs, Suvudu.com Ambitious, sprawling and thoroughly stunning... Orwellian dystopia, sci-fi, the modern world (terrorism, drugs, apathy, pop novels) all blend in this dreamlike, strange and wholly unforgettable epic. Kirkus Reviews (starred review)
5 Sentiment About Companies
6 Movie reviews Product reviews Debates Other Examples
7 Introduction Many posts, blogs Expressing personal opinions Research questions Subjectivity analysis Polarity analysis (positive/negative, number of stars) Viewpoint analysis (Chelsea vs. Manchester United, republican vs. democrat) Sentiment target entity aspect
8 Level of granularity Document Sentence Attribute Opinion words Base Introduction Comparative (better, slower)
9 Introduction Just counting negative words is not enough Negation analysis
10 Reviews of 1Q84 by Haruki Murakami 1Q84 is a tremendous feat and a triumph... A must-read for anyone who wants to come to terms with contemporary Japanese culture. Lindsay Howell, Baltimore Examiner Perhaps one of the most important works of science fiction of the year... 1Q84 does not disappoint... [It] envelops the reader in a shifting world of strange cults and peculiar characters that is surreal and entrancing. Matt Staggs, Suvudu.com Ambitious, sprawling and thoroughly stunning... Orwellian dystopia, sci-fi, the modern world (terrorism, drugs, apathy, pop novels) all blend in this dreamlike, strange and wholly unforgettable epic. Kirkus Reviews (starred review)
11 Reviews of 1Q84 by Haruki Murakami 1Q84 is a tremendous feat and a triumph... A must-read for anyone who wants to come to terms with contemporary Japanese culture. Lindsay Howell, Baltimore Examiner Perhaps one of the most important works of science fiction of the year... 1Q84 does not disappoint... [It] envelops the reader in a shifting world of strange cults and peculiar characters that is surreal and entrancing. Matt Staggs, Suvudu.com Ambitious, sprawling and thoroughly stunning... Orwellian dystopia, sci-fi, the modern world (terrorism, drugs, apathy, pop novels) all blend in this dreamlike, strange and wholly unforgettable epic. Kirkus Reviews (starred review)
12 Product Reviews
13 Twitter Sentiment
14 Subtlety Concession Manipulation Sarcasm and irony Problems
15 SA as a Classification Problem Set of features Words Presence is more important than frequency Punctuation Phrases Syntax A lot of training data is available E.g., movie review sentences and stars Techniques MaxEnt SVM Naive Bayes
16 Resources CMU Twitter parser
17 NLP
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