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What they think about my brand/product ?!?!? An Introduction to Sentiment Analysis Jaganadh G Project Lead NLP R&D 365Media Pvt. Ltd. [email protected] National Seminar on Semantic Information Retrieval National Institute of Technology Tiruchirapally 30th Jan 2012 Jaganadh G What they think about my brand/product ?!?!?

What they think about my brand/product ?!?!? An Introduction to Sentiment Analysis

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What they think about mybrand/product ?!?!?An Introduction to Sentiment Analysis

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Page 1: What they think about my brand/product ?!?!? An Introduction to Sentiment Analysis

What they think about my

brand/product ?!?!?An Introduction to Sentiment Analysis

Jaganadh GProject Lead NLP R&D

365Media Pvt. [email protected]

National Seminaron

Semantic Information RetrievalNational Institute of Technology

Tiruchirapally

30th Jan 2012

Jaganadh G What they think about my brand/product ?!?!?

Page 2: What they think about my brand/product ?!?!? An Introduction to Sentiment Analysis

About me !!

Software Engineer Specializing in Text Analytics Research& Development

When free, teaches Python, Speaks about FOSS andblogs athttp://jaganadhg.in

Working as Project Lead (NLP) 365Media Pvt. Ltd.Coimbatore

I am a computational linguist / Linguist and Indologist,Book reviewer

Maters Degree Holder in Sanskrit from University ofKerala

Jaganadh G What they think about my brand/product ?!?!?

Page 3: What they think about my brand/product ?!?!? An Introduction to Sentiment Analysis

Introduction

Web Today

Jaganadh G What they think about my brand/product ?!?!?

Page 4: What they think about my brand/product ?!?!? An Introduction to Sentiment Analysis

Introduction

Sentiment

Picture Courtesy: http://webanalysis.blogspot.com/2011/09/sentiment-indicator-social-media-kpi.html

Jaganadh G What they think about my brand/product ?!?!?

Page 5: What they think about my brand/product ?!?!? An Introduction to Sentiment Analysis

Introduction

What other people think!!!

Jaganadh G What they think about my brand/product ?!?!?

Page 6: What they think about my brand/product ?!?!? An Introduction to Sentiment Analysis

Introduction

Friends and Family

Picture Courtesy: http://ianvaleza.com/mlm-secrets-warm-market-approach-strategies/

Jaganadh G What they think about my brand/product ?!?!?

Page 7: What they think about my brand/product ?!?!? An Introduction to Sentiment Analysis

Introduction

Survey

Picture Courtesy: http://www.oksociety.in/the-guest-for-legitmate-sites-for-paid-surveys/

Jaganadh G What they think about my brand/product ?!?!?

Page 8: What they think about my brand/product ?!?!? An Introduction to Sentiment Analysis

Introduction

Blogs, Forums, Social Network ....

Picture Courtesy: http://imfoundation.blogspot.com/p/im-forumsblogs.html

Picture Courtesy:http://www.my-social-network.org/

Jaganadh G What they think about my brand/product ?!?!?

Page 9: What they think about my brand/product ?!?!? An Introduction to Sentiment Analysis

Introduction

Issues with blogs and forums

Picture Courtesy: http://www.asunseenontv.com/4-fake-reviews/

Jaganadh G What they think about my brand/product ?!?!?

Page 10: What they think about my brand/product ?!?!? An Introduction to Sentiment Analysis

Introduction

Now : Sentiment Analysis

Jaganadh G What they think about my brand/product ?!?!?

Page 11: What they think about my brand/product ?!?!? An Introduction to Sentiment Analysis

What is Sentiment Analysis

Sentiment Analysis

Automated extraction of subjective content from digital textand predicting the subjectivity such as positive or negative.

Jaganadh G What they think about my brand/product ?!?!?

Page 12: What they think about my brand/product ?!?!? An Introduction to Sentiment Analysis

Subjectivity

Subjectivity

Linguistic expression of somebody’s emotions, opinions,sentiment .......

Picture Courtesy: http://www.asunseenontv.com/4-fake-reviews/

Jaganadh G What they think about my brand/product ?!?!?

Page 13: What they think about my brand/product ?!?!? An Introduction to Sentiment Analysis

Subjective Text Sources

Social Media

Picture Courtesy: http://www.alchemyuk.com/online marketing/social media marketing.php

Jaganadh G What they think about my brand/product ?!?!?

Page 14: What they think about my brand/product ?!?!? An Introduction to Sentiment Analysis

Example Review

Nokia Lumia 800

Review Courtesy:http://www.techradar.com/reviews/phones/mobile-phones/nokia-lumia-800-1039101/user-review

Jaganadh G What they think about my brand/product ?!?!?

Page 15: What they think about my brand/product ?!?!? An Introduction to Sentiment Analysis

The Big Picture

Sentiment Analysis

Jaganadh G What they think about my brand/product ?!?!?

Page 16: What they think about my brand/product ?!?!? An Introduction to Sentiment Analysis

Basics of Sentiment Analysis

Components of Opinion

Jaganadh G What they think about my brand/product ?!?!?

Page 17: What they think about my brand/product ?!?!? An Introduction to Sentiment Analysis

Basics of Sentiment Analysis

Opinion Definition

Jaganadh G What they think about my brand/product ?!?!?

Page 18: What they think about my brand/product ?!?!? An Introduction to Sentiment Analysis

Components of Sentiment Analysis

Components

Jaganadh G What they think about my brand/product ?!?!?

Page 19: What they think about my brand/product ?!?!? An Introduction to Sentiment Analysis

Approaches

Approaches

Lexicon based

Supervised Learning

Unsupervised Learning

Keyword

Jaganadh G What they think about my brand/product ?!?!?

Page 20: What they think about my brand/product ?!?!? An Introduction to Sentiment Analysis

Issues and Challenges

Challenges

Picture Courtesy: http://inventionmachine.com/the-Sustainable-Innovation-Blog/bid/51703/Three-Key-Challenges-to-Entering-New-Markets

Jaganadh G What they think about my brand/product ?!?!?

Page 21: What they think about my brand/product ?!?!? An Introduction to Sentiment Analysis

Issues and Challenges

Challenges

Language

Domain

Spam

Named Entity Identification

Reliable content

Jaganadh G What they think about my brand/product ?!?!?

Page 22: What they think about my brand/product ?!?!? An Introduction to Sentiment Analysis

Questions ??

Jaganadh G What they think about my brand/product ?!?!?

Page 23: What they think about my brand/product ?!?!? An Introduction to Sentiment Analysis

References

B. Pang, Lillian Lee Opinion Mining and SentimentAnalysis, Now Publishers Inc, July 2008.

B. Pang, Lillian Lee, S Vaithyanathan Thumbs up?sentiment classification using machine learning techniques,2002.

Jaganadh G What they think about my brand/product ?!?!?

Page 24: What they think about my brand/product ?!?!? An Introduction to Sentiment Analysis

Finally

Jaganadh G What they think about my brand/product ?!?!?