SlideShare ist ein Scribd-Unternehmen logo
1 von 24
Downloaden Sie, um offline zu lesen
What they think about my
  brand/product ?!?!?
An Introduction to Sentiment Analysis


             Jaganadh G
       Project Lead NLP R&D
         365Media Pvt. Ltd.
        jaganadhg@gmail.com

              National Seminar
                      on
       Semantic Information Retrieval
       National Institute of Technology
                Tiruchirapally


             30th Jan 2012
          Jaganadh G     What they think about my brand/product ?!?!?
About me !!

    Software Engineer Specializing in Text Analytics Research
    & Development
    When free, teaches Python, Speaks about FOSS and
    blogs at
    http://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 of
    Kerala


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

 Web Today




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

 What other people think!!!




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

 Friends and Family




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




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


 Issues with blogs and forums




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




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



 Now : Sentiment Analysis




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


 Sentiment Analysis
 Automated extraction of subjective content from digital text
 and predicting the subjectivity such as positive or negative.




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

 Sentiment Analysis




                      Jaganadh G   What they think about my brand/product ?!?!?
Basics of Sentiment Analysis

 Components of Opinion




                   Jaganadh G   What they think about my brand/product ?!?!?
Basics of Sentiment Analysis

 Opinion Definition




                     Jaganadh G   What they think about my brand/product ?!?!?
Components of Sentiment Analysis

 Components




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



 Approaches
     Lexicon based
     Supervised Learning
     Unsupervised Learning
     Keyword




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



 Challenges
     Language
     Domain
     Spam
     Named Entity Identification
     Reliable content




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




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




    B. Pang, Lillian Lee Opinion Mining and Sentiment
    Analysis, 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 ?!?!?
Finally




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

Weitere ähnliche Inhalte

Andere mochten auch

Product Sentiment Analysis
Product Sentiment AnalysisProduct Sentiment Analysis
Product Sentiment Analysisnancy amala
 
Sentiment Analysis
Sentiment AnalysisSentiment Analysis
Sentiment AnalysisRexNige
 
Sentiment analysis
Sentiment analysisSentiment analysis
Sentiment analysisSeher Can
 
Sentiment classification for product reviews (documentation)
Sentiment classification for product reviews (documentation)Sentiment classification for product reviews (documentation)
Sentiment classification for product reviews (documentation)Mido Razaz
 
Best Practices for Sentiment Analysis Webinar
Best Practices for Sentiment Analysis Webinar Best Practices for Sentiment Analysis Webinar
Best Practices for Sentiment Analysis Webinar Mechanical Turk
 
A Pipeline for Distributed Topic and Sentiment Analysis of Tweets on Pivotal ...
A Pipeline for Distributed Topic and Sentiment Analysis of Tweets on Pivotal ...A Pipeline for Distributed Topic and Sentiment Analysis of Tweets on Pivotal ...
A Pipeline for Distributed Topic and Sentiment Analysis of Tweets on Pivotal ...Srivatsan Ramanujam
 
Practical Sentiment Analysis
Practical Sentiment AnalysisPractical Sentiment Analysis
Practical Sentiment AnalysisPeople Pattern
 
Sentiment analysis using naive bayes classifier
Sentiment analysis using naive bayes classifier Sentiment analysis using naive bayes classifier
Sentiment analysis using naive bayes classifier Dev Sahu
 
Sentiment Analysis and Social Media: How and Why
Sentiment Analysis and Social Media: How and WhySentiment Analysis and Social Media: How and Why
Sentiment Analysis and Social Media: How and WhyDavide Feltoni Gurini
 
How Sentiment Analysis works
How Sentiment Analysis worksHow Sentiment Analysis works
How Sentiment Analysis worksCJ Jenkins
 
2013-1 Machine Learning Lecture 03 - Naïve Bayes Classifiers
2013-1 Machine Learning Lecture 03 - Naïve Bayes Classifiers2013-1 Machine Learning Lecture 03 - Naïve Bayes Classifiers
2013-1 Machine Learning Lecture 03 - Naïve Bayes ClassifiersDongseo University
 
Sentiment Analysis on Amazon Movie Reviews Dataset
Sentiment Analysis on Amazon Movie Reviews DatasetSentiment Analysis on Amazon Movie Reviews Dataset
Sentiment Analysis on Amazon Movie Reviews DatasetMaham F'Rajput
 
Sentiment analysis of twitter data
Sentiment analysis of twitter dataSentiment analysis of twitter data
Sentiment analysis of twitter dataBhagyashree Deokar
 
Tutorial of Sentiment Analysis
Tutorial of Sentiment AnalysisTutorial of Sentiment Analysis
Tutorial of Sentiment AnalysisFabio Benedetti
 
Twitter sentiment-analysis Jiit2013-14
Twitter sentiment-analysis Jiit2013-14Twitter sentiment-analysis Jiit2013-14
Twitter sentiment-analysis Jiit2013-14Rachit Goel
 
Opinion Mining Tutorial (Sentiment Analysis)
Opinion Mining Tutorial (Sentiment Analysis)Opinion Mining Tutorial (Sentiment Analysis)
Opinion Mining Tutorial (Sentiment Analysis)Kavita Ganesan
 
Sentiment analysis of tweets
Sentiment analysis of tweetsSentiment analysis of tweets
Sentiment analysis of tweetsVasu Jain
 
Sentiment Analysis in Twitter
Sentiment Analysis in TwitterSentiment Analysis in Twitter
Sentiment Analysis in TwitterAyushi Dalmia
 

Andere mochten auch (20)

Product Sentiment Analysis
Product Sentiment AnalysisProduct Sentiment Analysis
Product Sentiment Analysis
 
Sentiment Analysis
Sentiment AnalysisSentiment Analysis
Sentiment Analysis
 
Sentiment analysis
Sentiment analysisSentiment analysis
Sentiment analysis
 
Sentiment analysis
Sentiment analysisSentiment analysis
Sentiment analysis
 
Sentiment classification for product reviews (documentation)
Sentiment classification for product reviews (documentation)Sentiment classification for product reviews (documentation)
Sentiment classification for product reviews (documentation)
 
Sentiment Analysis
Sentiment AnalysisSentiment Analysis
Sentiment Analysis
 
Best Practices for Sentiment Analysis Webinar
Best Practices for Sentiment Analysis Webinar Best Practices for Sentiment Analysis Webinar
Best Practices for Sentiment Analysis Webinar
 
A Pipeline for Distributed Topic and Sentiment Analysis of Tweets on Pivotal ...
A Pipeline for Distributed Topic and Sentiment Analysis of Tweets on Pivotal ...A Pipeline for Distributed Topic and Sentiment Analysis of Tweets on Pivotal ...
A Pipeline for Distributed Topic and Sentiment Analysis of Tweets on Pivotal ...
 
Practical Sentiment Analysis
Practical Sentiment AnalysisPractical Sentiment Analysis
Practical Sentiment Analysis
 
Sentiment analysis using naive bayes classifier
Sentiment analysis using naive bayes classifier Sentiment analysis using naive bayes classifier
Sentiment analysis using naive bayes classifier
 
Sentiment Analysis and Social Media: How and Why
Sentiment Analysis and Social Media: How and WhySentiment Analysis and Social Media: How and Why
Sentiment Analysis and Social Media: How and Why
 
How Sentiment Analysis works
How Sentiment Analysis worksHow Sentiment Analysis works
How Sentiment Analysis works
 
2013-1 Machine Learning Lecture 03 - Naïve Bayes Classifiers
2013-1 Machine Learning Lecture 03 - Naïve Bayes Classifiers2013-1 Machine Learning Lecture 03 - Naïve Bayes Classifiers
2013-1 Machine Learning Lecture 03 - Naïve Bayes Classifiers
 
Sentiment Analysis on Amazon Movie Reviews Dataset
Sentiment Analysis on Amazon Movie Reviews DatasetSentiment Analysis on Amazon Movie Reviews Dataset
Sentiment Analysis on Amazon Movie Reviews Dataset
 
Sentiment analysis of twitter data
Sentiment analysis of twitter dataSentiment analysis of twitter data
Sentiment analysis of twitter data
 
Tutorial of Sentiment Analysis
Tutorial of Sentiment AnalysisTutorial of Sentiment Analysis
Tutorial of Sentiment Analysis
 
Twitter sentiment-analysis Jiit2013-14
Twitter sentiment-analysis Jiit2013-14Twitter sentiment-analysis Jiit2013-14
Twitter sentiment-analysis Jiit2013-14
 
Opinion Mining Tutorial (Sentiment Analysis)
Opinion Mining Tutorial (Sentiment Analysis)Opinion Mining Tutorial (Sentiment Analysis)
Opinion Mining Tutorial (Sentiment Analysis)
 
Sentiment analysis of tweets
Sentiment analysis of tweetsSentiment analysis of tweets
Sentiment analysis of tweets
 
Sentiment Analysis in Twitter
Sentiment Analysis in TwitterSentiment Analysis in Twitter
Sentiment Analysis in Twitter
 

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

How to Create Fun User Experience by Shutterstock Dir of Product
How to Create Fun User Experience by Shutterstock Dir of ProductHow to Create Fun User Experience by Shutterstock Dir of Product
How to Create Fun User Experience by Shutterstock Dir of ProductProduct School
 
Avant Garde PR SM Brainstorm
Avant Garde PR SM BrainstormAvant Garde PR SM Brainstorm
Avant Garde PR SM BrainstormDJ Cortega
 
Know Your Audience - Agile Indy
Know Your Audience - Agile IndyKnow Your Audience - Agile Indy
Know Your Audience - Agile IndyDiana Williams
 
Human-Centered Design Methods & Tools
Human-Centered Design Methods & ToolsHuman-Centered Design Methods & Tools
Human-Centered Design Methods & ToolsJake Truemper
 
Personal Branding From Scratch: Creator Advocate Workshop
Personal Branding From Scratch: Creator Advocate WorkshopPersonal Branding From Scratch: Creator Advocate Workshop
Personal Branding From Scratch: Creator Advocate WorkshopRoberto Blake
 
Product Psychology by Tinder Director of PM
Product Psychology by Tinder Director of PMProduct Psychology by Tinder Director of PM
Product Psychology by Tinder Director of PMProduct School
 
Workshop Lightning Talks.pptx
Workshop  Lightning Talks.pptxWorkshop  Lightning Talks.pptx
Workshop Lightning Talks.pptxAbhijeetDesai29
 
Buyer personas & Customer journey
Buyer personas & Customer journeyBuyer personas & Customer journey
Buyer personas & Customer journeyFilippo Scorza
 
Breaking into Product Management by Amazon Sr PM
Breaking into Product Management by Amazon Sr PMBreaking into Product Management by Amazon Sr PM
Breaking into Product Management by Amazon Sr PMProduct School
 
Aquent/AMA Webcast: Marketing to Your Customer's Brain
Aquent/AMA Webcast: Marketing to Your Customer's BrainAquent/AMA Webcast: Marketing to Your Customer's Brain
Aquent/AMA Webcast: Marketing to Your Customer's BrainAquent
 
Zipipop Freud Listening in Social Business M-Brain seminar
Zipipop Freud Listening in Social Business M-Brain seminarZipipop Freud Listening in Social Business M-Brain seminar
Zipipop Freud Listening in Social Business M-Brain seminarZipipop Freud
 
"Scaling Product Leadership with AI" by Ravi Padaki
"Scaling Product Leadership with AI" by Ravi Padaki"Scaling Product Leadership with AI" by Ravi Padaki
"Scaling Product Leadership with AI" by Ravi PadakiISPMAIndia
 
Actionable Insight Extraction from Reviews and Images - slash n 2019
Actionable Insight Extraction from Reviews and Images - slash n 2019Actionable Insight Extraction from Reviews and Images - slash n 2019
Actionable Insight Extraction from Reviews and Images - slash n 2019FlipkartStories
 
Management and Design of Digital Products
Management and Design of Digital Products Management and Design of Digital Products
Management and Design of Digital Products Jovana Tokic
 
Getting to Know Your Envato Customers
Getting to Know Your Envato CustomersGetting to Know Your Envato Customers
Getting to Know Your Envato Customerspunkl.
 
The 4 P's of Personal Branding - RELOADED edition
The 4 P's of Personal Branding - RELOADED editionThe 4 P's of Personal Branding - RELOADED edition
The 4 P's of Personal Branding - RELOADED editionCasey Knox
 
The Four P's of Personal Branding - UPDATE
The Four P's of Personal Branding - UPDATEThe Four P's of Personal Branding - UPDATE
The Four P's of Personal Branding - UPDATECasey Knox
 
Mind the product conference 2015
Mind the product conference 2015Mind the product conference 2015
Mind the product conference 2015Petr Meissner
 

Ähnlich wie What they think about my brand/product ?!?!? An Introduction to Sentiment Analysis (20)

How to Create Fun User Experience by Shutterstock Dir of Product
How to Create Fun User Experience by Shutterstock Dir of ProductHow to Create Fun User Experience by Shutterstock Dir of Product
How to Create Fun User Experience by Shutterstock Dir of Product
 
Avant Garde PR SM Brainstorm
Avant Garde PR SM BrainstormAvant Garde PR SM Brainstorm
Avant Garde PR SM Brainstorm
 
Know Your Audience - Agile Indy
Know Your Audience - Agile IndyKnow Your Audience - Agile Indy
Know Your Audience - Agile Indy
 
Desirable behaviors
Desirable behaviorsDesirable behaviors
Desirable behaviors
 
Human-Centered Design Methods & Tools
Human-Centered Design Methods & ToolsHuman-Centered Design Methods & Tools
Human-Centered Design Methods & Tools
 
Personal Branding From Scratch: Creator Advocate Workshop
Personal Branding From Scratch: Creator Advocate WorkshopPersonal Branding From Scratch: Creator Advocate Workshop
Personal Branding From Scratch: Creator Advocate Workshop
 
Product Psychology by Tinder Director of PM
Product Psychology by Tinder Director of PMProduct Psychology by Tinder Director of PM
Product Psychology by Tinder Director of PM
 
Workshop Lightning Talks.pptx
Workshop  Lightning Talks.pptxWorkshop  Lightning Talks.pptx
Workshop Lightning Talks.pptx
 
Buyer personas & Customer journey
Buyer personas & Customer journeyBuyer personas & Customer journey
Buyer personas & Customer journey
 
Breaking into Product Management by Amazon Sr PM
Breaking into Product Management by Amazon Sr PMBreaking into Product Management by Amazon Sr PM
Breaking into Product Management by Amazon Sr PM
 
Aquent/AMA Webcast: Marketing to Your Customer's Brain
Aquent/AMA Webcast: Marketing to Your Customer's BrainAquent/AMA Webcast: Marketing to Your Customer's Brain
Aquent/AMA Webcast: Marketing to Your Customer's Brain
 
Zipipop Freud Listening in Social Business M-Brain seminar
Zipipop Freud Listening in Social Business M-Brain seminarZipipop Freud Listening in Social Business M-Brain seminar
Zipipop Freud Listening in Social Business M-Brain seminar
 
"Scaling Product Leadership with AI" by Ravi Padaki
"Scaling Product Leadership with AI" by Ravi Padaki"Scaling Product Leadership with AI" by Ravi Padaki
"Scaling Product Leadership with AI" by Ravi Padaki
 
Actionable Insight Extraction from Reviews and Images - slash n 2019
Actionable Insight Extraction from Reviews and Images - slash n 2019Actionable Insight Extraction from Reviews and Images - slash n 2019
Actionable Insight Extraction from Reviews and Images - slash n 2019
 
Management and Design of Digital Products
Management and Design of Digital Products Management and Design of Digital Products
Management and Design of Digital Products
 
Getting to Know Your Envato Customers
Getting to Know Your Envato CustomersGetting to Know Your Envato Customers
Getting to Know Your Envato Customers
 
The 4 P's of Personal Branding - RELOADED edition
The 4 P's of Personal Branding - RELOADED editionThe 4 P's of Personal Branding - RELOADED edition
The 4 P's of Personal Branding - RELOADED edition
 
The Four P's of Personal Branding - UPDATE
The Four P's of Personal Branding - UPDATEThe Four P's of Personal Branding - UPDATE
The Four P's of Personal Branding - UPDATE
 
Mind the product conference 2015
Mind the product conference 2015Mind the product conference 2015
Mind the product conference 2015
 
Score Social Media 101
Score Social Media 101Score Social Media 101
Score Social Media 101
 

Mehr von Jaganadh Gopinadhan

Elements of Text Mining Part - I
Elements of Text Mining Part - IElements of Text Mining Part - I
Elements of Text Mining Part - IJaganadh Gopinadhan
 
Natural Language Processing with Per
Natural Language Processing with PerNatural Language Processing with Per
Natural Language Processing with PerJaganadh Gopinadhan
 
Indian Language Spellchecker Development for OpenOffice.org
Indian Language Spellchecker Development for OpenOffice.org Indian Language Spellchecker Development for OpenOffice.org
Indian Language Spellchecker Development for OpenOffice.org Jaganadh Gopinadhan
 
Sanskrit and Computational Linguistic
Sanskrit and Computational Linguistic Sanskrit and Computational Linguistic
Sanskrit and Computational Linguistic Jaganadh Gopinadhan
 
Script to Sentiment : on future of Language TechnologyMysore latest
Script to Sentiment : on future of Language TechnologyMysore latestScript to Sentiment : on future of Language TechnologyMysore latest
Script to Sentiment : on future of Language TechnologyMysore latestJaganadh Gopinadhan
 
A tutorial on Machine Translation
A tutorial on Machine TranslationA tutorial on Machine Translation
A tutorial on Machine TranslationJaganadh Gopinadhan
 
Linguistic localization framework for Ooo
Linguistic localization framework for OooLinguistic localization framework for Ooo
Linguistic localization framework for OooJaganadh Gopinadhan
 
ntroduction to GNU/Linux Linux Installation and Basic Commands
ntroduction to GNU/Linux Linux Installation and Basic Commands ntroduction to GNU/Linux Linux Installation and Basic Commands
ntroduction to GNU/Linux Linux Installation and Basic Commands Jaganadh Gopinadhan
 
Let’s Learn Python An introduction to Python
Let’s Learn Python An introduction to Python Let’s Learn Python An introduction to Python
Let’s Learn Python An introduction to Python Jaganadh Gopinadhan
 
Introduction to Free and Open Source Software
Introduction to Free and Open Source Software Introduction to Free and Open Source Software
Introduction to Free and Open Source Software Jaganadh Gopinadhan
 
Tools andTechnologies for Large Scale Data Mining
Tools andTechnologies for Large Scale Data Mining Tools andTechnologies for Large Scale Data Mining
Tools andTechnologies for Large Scale Data Mining Jaganadh Gopinadhan
 

Mehr von Jaganadh Gopinadhan (17)

Elements of Text Mining Part - I
Elements of Text Mining Part - IElements of Text Mining Part - I
Elements of Text Mining Part - I
 
Natural Language Processing with Per
Natural Language Processing with PerNatural Language Processing with Per
Natural Language Processing with Per
 
Indian Language Spellchecker Development for OpenOffice.org
Indian Language Spellchecker Development for OpenOffice.org Indian Language Spellchecker Development for OpenOffice.org
Indian Language Spellchecker Development for OpenOffice.org
 
Sanskrit and Computational Linguistic
Sanskrit and Computational Linguistic Sanskrit and Computational Linguistic
Sanskrit and Computational Linguistic
 
Script to Sentiment : on future of Language TechnologyMysore latest
Script to Sentiment : on future of Language TechnologyMysore latestScript to Sentiment : on future of Language TechnologyMysore latest
Script to Sentiment : on future of Language TechnologyMysore latest
 
A tutorial on Machine Translation
A tutorial on Machine TranslationA tutorial on Machine Translation
A tutorial on Machine Translation
 
Linguistic localization framework for Ooo
Linguistic localization framework for OooLinguistic localization framework for Ooo
Linguistic localization framework for Ooo
 
Ilucbe python v1.2
Ilucbe python v1.2Ilucbe python v1.2
Ilucbe python v1.2
 
Social Media Analytics
Social Media Analytics Social Media Analytics
Social Media Analytics
 
ntroduction to GNU/Linux Linux Installation and Basic Commands
ntroduction to GNU/Linux Linux Installation and Basic Commands ntroduction to GNU/Linux Linux Installation and Basic Commands
ntroduction to GNU/Linux Linux Installation and Basic Commands
 
Let’s Learn Python An introduction to Python
Let’s Learn Python An introduction to Python Let’s Learn Python An introduction to Python
Let’s Learn Python An introduction to Python
 
Introduction to Free and Open Source Software
Introduction to Free and Open Source Software Introduction to Free and Open Source Software
Introduction to Free and Open Source Software
 
Tools andTechnologies for Large Scale Data Mining
Tools andTechnologies for Large Scale Data Mining Tools andTechnologies for Large Scale Data Mining
Tools andTechnologies for Large Scale Data Mining
 
Hdfs
HdfsHdfs
Hdfs
 
Mahout Tutorial FOSSMEET NITC
Mahout Tutorial FOSSMEET NITCMahout Tutorial FOSSMEET NITC
Mahout Tutorial FOSSMEET NITC
 
Practical Machine Learning
Practical Machine Learning Practical Machine Learning
Practical Machine Learning
 
Will Foss get me a Job?
Will Foss get me a Job?Will Foss get me a Job?
Will Foss get me a Job?
 

Kürzlich hochgeladen

Decarbonising Buildings: Making a net-zero built environment a reality
Decarbonising Buildings: Making a net-zero built environment a realityDecarbonising Buildings: Making a net-zero built environment a reality
Decarbonising Buildings: Making a net-zero built environment a realityIES VE
 
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptxMerck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptxLoriGlavin3
 
The Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and ConsThe Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and ConsPixlogix Infotech
 
Visualising and forecasting stocks using Dash
Visualising and forecasting stocks using DashVisualising and forecasting stocks using Dash
Visualising and forecasting stocks using Dashnarutouzumaki53779
 
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024BookNet Canada
 
What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024Stephanie Beckett
 
A Framework for Development in the AI Age
A Framework for Development in the AI AgeA Framework for Development in the AI Age
A Framework for Development in the AI AgeCprime
 
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024BookNet Canada
 
Genislab builds better products and faster go-to-market with Lean project man...
Genislab builds better products and faster go-to-market with Lean project man...Genislab builds better products and faster go-to-market with Lean project man...
Genislab builds better products and faster go-to-market with Lean project man...Farhan Tariq
 
Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...
Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...
Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...Scott Andery
 
The Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptx
The Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptxThe Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptx
The Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptxLoriGlavin3
 
TeamStation AI System Report LATAM IT Salaries 2024
TeamStation AI System Report LATAM IT Salaries 2024TeamStation AI System Report LATAM IT Salaries 2024
TeamStation AI System Report LATAM IT Salaries 2024Lonnie McRorey
 
Digital Identity is Under Attack: FIDO Paris Seminar.pptx
Digital Identity is Under Attack: FIDO Paris Seminar.pptxDigital Identity is Under Attack: FIDO Paris Seminar.pptx
Digital Identity is Under Attack: FIDO Paris Seminar.pptxLoriGlavin3
 
Moving Beyond Passwords: FIDO Paris Seminar.pdf
Moving Beyond Passwords: FIDO Paris Seminar.pdfMoving Beyond Passwords: FIDO Paris Seminar.pdf
Moving Beyond Passwords: FIDO Paris Seminar.pdfLoriGlavin3
 
Modern Roaming for Notes and Nomad – Cheaper Faster Better Stronger
Modern Roaming for Notes and Nomad – Cheaper Faster Better StrongerModern Roaming for Notes and Nomad – Cheaper Faster Better Stronger
Modern Roaming for Notes and Nomad – Cheaper Faster Better Strongerpanagenda
 
A Journey Into the Emotions of Software Developers
A Journey Into the Emotions of Software DevelopersA Journey Into the Emotions of Software Developers
A Journey Into the Emotions of Software DevelopersNicole Novielli
 
Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!Manik S Magar
 
Generative AI for Technical Writer or Information Developers
Generative AI for Technical Writer or Information DevelopersGenerative AI for Technical Writer or Information Developers
Generative AI for Technical Writer or Information DevelopersRaghuram Pandurangan
 
[Webinar] SpiraTest - Setting New Standards in Quality Assurance
[Webinar] SpiraTest - Setting New Standards in Quality Assurance[Webinar] SpiraTest - Setting New Standards in Quality Assurance
[Webinar] SpiraTest - Setting New Standards in Quality AssuranceInflectra
 
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptxUse of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptxLoriGlavin3
 

Kürzlich hochgeladen (20)

Decarbonising Buildings: Making a net-zero built environment a reality
Decarbonising Buildings: Making a net-zero built environment a realityDecarbonising Buildings: Making a net-zero built environment a reality
Decarbonising Buildings: Making a net-zero built environment a reality
 
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptxMerck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptx
 
The Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and ConsThe Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and Cons
 
Visualising and forecasting stocks using Dash
Visualising and forecasting stocks using DashVisualising and forecasting stocks using Dash
Visualising and forecasting stocks using Dash
 
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
 
What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024
 
A Framework for Development in the AI Age
A Framework for Development in the AI AgeA Framework for Development in the AI Age
A Framework for Development in the AI Age
 
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
 
Genislab builds better products and faster go-to-market with Lean project man...
Genislab builds better products and faster go-to-market with Lean project man...Genislab builds better products and faster go-to-market with Lean project man...
Genislab builds better products and faster go-to-market with Lean project man...
 
Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...
Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...
Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...
 
The Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptx
The Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptxThe Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptx
The Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptx
 
TeamStation AI System Report LATAM IT Salaries 2024
TeamStation AI System Report LATAM IT Salaries 2024TeamStation AI System Report LATAM IT Salaries 2024
TeamStation AI System Report LATAM IT Salaries 2024
 
Digital Identity is Under Attack: FIDO Paris Seminar.pptx
Digital Identity is Under Attack: FIDO Paris Seminar.pptxDigital Identity is Under Attack: FIDO Paris Seminar.pptx
Digital Identity is Under Attack: FIDO Paris Seminar.pptx
 
Moving Beyond Passwords: FIDO Paris Seminar.pdf
Moving Beyond Passwords: FIDO Paris Seminar.pdfMoving Beyond Passwords: FIDO Paris Seminar.pdf
Moving Beyond Passwords: FIDO Paris Seminar.pdf
 
Modern Roaming for Notes and Nomad – Cheaper Faster Better Stronger
Modern Roaming for Notes and Nomad – Cheaper Faster Better StrongerModern Roaming for Notes and Nomad – Cheaper Faster Better Stronger
Modern Roaming for Notes and Nomad – Cheaper Faster Better Stronger
 
A Journey Into the Emotions of Software Developers
A Journey Into the Emotions of Software DevelopersA Journey Into the Emotions of Software Developers
A Journey Into the Emotions of Software Developers
 
Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!
 
Generative AI for Technical Writer or Information Developers
Generative AI for Technical Writer or Information DevelopersGenerative AI for Technical Writer or Information Developers
Generative AI for Technical Writer or Information Developers
 
[Webinar] SpiraTest - Setting New Standards in Quality Assurance
[Webinar] SpiraTest - Setting New Standards in Quality Assurance[Webinar] SpiraTest - Setting New Standards in Quality Assurance
[Webinar] SpiraTest - Setting New Standards in Quality Assurance
 
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptxUse of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
 

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

  • 1. What they think about my brand/product ?!?!? An Introduction to Sentiment Analysis Jaganadh G Project Lead NLP R&D 365Media Pvt. Ltd. jaganadhg@gmail.com National Seminar on Semantic Information Retrieval National Institute of Technology Tiruchirapally 30th Jan 2012 Jaganadh G What they think about my brand/product ?!?!?
  • 2. About me !! Software Engineer Specializing in Text Analytics Research & Development When free, teaches Python, Speaks about FOSS and blogs at http://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 of Kerala Jaganadh G What they think about my brand/product ?!?!?
  • 3. Introduction Web Today Jaganadh G What they think about my brand/product ?!?!?
  • 4. 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 ?!?!?
  • 5. Introduction What other people think!!! Jaganadh G What they think about my brand/product ?!?!?
  • 6. Introduction Friends and Family Picture Courtesy: http://ianvaleza.com/mlm-secrets-warm-market-approach-strategies/ Jaganadh G What they think about my brand/product ?!?!?
  • 7. 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 ?!?!?
  • 8. 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 ?!?!?
  • 9. Introduction Issues with blogs and forums Picture Courtesy: http://www.asunseenontv.com/4-fake-reviews/ Jaganadh G What they think about my brand/product ?!?!?
  • 10. Introduction Now : Sentiment Analysis Jaganadh G What they think about my brand/product ?!?!?
  • 11. What is Sentiment Analysis Sentiment Analysis Automated extraction of subjective content from digital text and predicting the subjectivity such as positive or negative. Jaganadh G What they think about my brand/product ?!?!?
  • 12. 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 ?!?!?
  • 13. 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 ?!?!?
  • 14. 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 ?!?!?
  • 15. The Big Picture Sentiment Analysis Jaganadh G What they think about my brand/product ?!?!?
  • 16. Basics of Sentiment Analysis Components of Opinion Jaganadh G What they think about my brand/product ?!?!?
  • 17. Basics of Sentiment Analysis Opinion Definition Jaganadh G What they think about my brand/product ?!?!?
  • 18. Components of Sentiment Analysis Components Jaganadh G What they think about my brand/product ?!?!?
  • 19. Approaches Approaches Lexicon based Supervised Learning Unsupervised Learning Keyword Jaganadh G What they think about my brand/product ?!?!?
  • 20. 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 ?!?!?
  • 21. Issues and Challenges Challenges Language Domain Spam Named Entity Identification Reliable content Jaganadh G What they think about my brand/product ?!?!?
  • 22. Questions ?? Jaganadh G What they think about my brand/product ?!?!?
  • 23. References B. Pang, Lillian Lee Opinion Mining and Sentiment Analysis, 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 ?!?!?
  • 24. Finally Jaganadh G What they think about my brand/product ?!?!?