SlideShare a Scribd company logo
1 of 7
Download to read offline
Twitter is noisy
but you can find some diamonds
Pew Internet report:


“75% of online news consumers say they get
  news forwarded through email or posts on
  social networking sites
and 52% say they share links to news with
  others via those means.”
Twitter Lists
• Filtering main friends timeline is a bad idea
• Twitter Lists: manually created set of users who
  often post on a certain topic
• For example:
   – @huffingtonpost/apple-news
   – @IndieFlix/film-people-to-follow
   – @alisohani/bigdata-analytics
• A Twitter user can be included into different lists.
• Me for example:
  http://twitter.com/mariagrineva/lists/memberships
What kind of noise?
• People tweet on other topics too, including
  personal stuff



• Global news widely spread, often really
  annoying: IPad launch, ash clouds, Christmas,
  Michael Jackson
Our Approach
• Identifying niche topic of Twitter list
  automatically, at real-time
• Improve the niche topic with respect to the
  Global Twitter Stream
  – If there is a burst related to Apple, IPad => check
    maybe all Twitter is talking about that
Filtering = Classification
• Traditional approaches to filter news use only
  textual features
• We use both textual and social features for
  classification
  – Twitter lists is a community of interconnected
    users => see who is the center and who is an
    outsider
What is done
• Method for identification list’s topic
  signature with respect to Global Twitter
  Stream
• Social features identification
• Evaluation framework

More Related Content

Viewers also liked

Analytics for the Real-Time Web
Analytics for the Real-Time WebAnalytics for the Real-Time Web
Analytics for the Real-Time Web
maria.grineva
 
Semantic Data Search and Analysis Using Web-based User-Generated Knowledge Bases
Semantic Data Search and Analysis Using Web-based User-Generated Knowledge BasesSemantic Data Search and Analysis Using Web-based User-Generated Knowledge Bases
Semantic Data Search and Analysis Using Web-based User-Generated Knowledge Bases
maria.grineva
 
XQuery Triggers in Native XML Database Sedna
XQuery Triggers in Native XML Database SednaXQuery Triggers in Native XML Database Sedna
XQuery Triggers in Native XML Database Sedna
maria.grineva
 
Architecture of Native XML Database Sedna
Architecture of Native XML Database SednaArchitecture of Native XML Database Sedna
Architecture of Native XML Database Sedna
maria.grineva
 
Tqr 2013 probes proxies
Tqr 2013 probes proxies Tqr 2013 probes proxies
Tqr 2013 probes proxies
An Jacobs
 
Analytics for the Real-Time Web
Analytics for the Real-Time WebAnalytics for the Real-Time Web
Analytics for the Real-Time Web
maria.grineva
 

Viewers also liked (12)

Analytics for the Real-Time Web
Analytics for the Real-Time WebAnalytics for the Real-Time Web
Analytics for the Real-Time Web
 
Semantic Data Search and Analysis Using Web-based User-Generated Knowledge Bases
Semantic Data Search and Analysis Using Web-based User-Generated Knowledge BasesSemantic Data Search and Analysis Using Web-based User-Generated Knowledge Bases
Semantic Data Search and Analysis Using Web-based User-Generated Knowledge Bases
 
XQuery Triggers in Native XML Database Sedna
XQuery Triggers in Native XML Database SednaXQuery Triggers in Native XML Database Sedna
XQuery Triggers in Native XML Database Sedna
 
Architecture of Native XML Database Sedna
Architecture of Native XML Database SednaArchitecture of Native XML Database Sedna
Architecture of Native XML Database Sedna
 
Tqr 2013 probes proxies
Tqr 2013 probes proxies Tqr 2013 probes proxies
Tqr 2013 probes proxies
 
Строителство Градът
Строителство ГрадътСтроителство Градът
Строителство Градът
 
Using Social Media to Build Your Business
Using Social Media to Build Your BusinessUsing Social Media to Build Your Business
Using Social Media to Build Your Business
 
Marketing Success in 7 Steps Guaranteed
Marketing Success in 7 Steps GuaranteedMarketing Success in 7 Steps Guaranteed
Marketing Success in 7 Steps Guaranteed
 
Development and Testing of a Conceptual Framework for Asking about Intoxication
Development and Testing of a Conceptual Framework for Asking about IntoxicationDevelopment and Testing of a Conceptual Framework for Asking about Intoxication
Development and Testing of a Conceptual Framework for Asking about Intoxication
 
The Social Research Group
The Social Research GroupThe Social Research Group
The Social Research Group
 
Defining the User Experience of Emotion & Content
Defining the User Experience of Emotion & ContentDefining the User Experience of Emotion & Content
Defining the User Experience of Emotion & Content
 
Analytics for the Real-Time Web
Analytics for the Real-Time WebAnalytics for the Real-Time Web
Analytics for the Real-Time Web
 

Recently uploaded

Why Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire businessWhy Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire business
panagenda
 
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
?#DUbAI#??##{{(☎️+971_581248768%)**%*]'#abortion pills for sale in dubai@
 

Recently uploaded (20)

🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt Robison
 
Why Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire businessWhy Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire business
 
Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...
Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...
Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...
 
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024
 
Top 10 Most Downloaded Games on Play Store in 2024
Top 10 Most Downloaded Games on Play Store in 2024Top 10 Most Downloaded Games on Play Store in 2024
Top 10 Most Downloaded Games on Play Store in 2024
 
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
 
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUnderstanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
 
Manulife - Insurer Innovation Award 2024
Manulife - Insurer Innovation Award 2024Manulife - Insurer Innovation Award 2024
Manulife - Insurer Innovation Award 2024
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organization
 
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
 
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
 
Top 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live StreamsTop 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live Streams
 
Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
 
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024
 

Filtering Twitter

  • 1. Twitter is noisy but you can find some diamonds
  • 2. Pew Internet report: “75% of online news consumers say they get news forwarded through email or posts on social networking sites and 52% say they share links to news with others via those means.”
  • 3. Twitter Lists • Filtering main friends timeline is a bad idea • Twitter Lists: manually created set of users who often post on a certain topic • For example: – @huffingtonpost/apple-news – @IndieFlix/film-people-to-follow – @alisohani/bigdata-analytics • A Twitter user can be included into different lists. • Me for example: http://twitter.com/mariagrineva/lists/memberships
  • 4. What kind of noise? • People tweet on other topics too, including personal stuff • Global news widely spread, often really annoying: IPad launch, ash clouds, Christmas, Michael Jackson
  • 5. Our Approach • Identifying niche topic of Twitter list automatically, at real-time • Improve the niche topic with respect to the Global Twitter Stream – If there is a burst related to Apple, IPad => check maybe all Twitter is talking about that
  • 6. Filtering = Classification • Traditional approaches to filter news use only textual features • We use both textual and social features for classification – Twitter lists is a community of interconnected users => see who is the center and who is an outsider
  • 7. What is done • Method for identification list’s topic signature with respect to Global Twitter Stream • Social features identification • Evaluation framework