SlideShare ist ein Scribd-Unternehmen logo
1 von 49
Downloaden Sie, um offline zu lesen
International Journal of Intelligent Technology, Vol. 2, No. 1, pp 55-68, 2007




      Class Outlier Mining:
      Distance‐Based Approach
                                By
                 Nabil M. Hewahi and Motaz K. Saad

                             Presented by
                             Motaz K. Saad
                           msaad@iugaza.edu
                               Jan. 2008
Abstract
• In large datasets, identifying exception or rare
  cases with respect to a group of similar cases 
  is to be considered very significant problem.  
  (unusual pattern)
• The traditional problem (Outlier Mining) is to 
  find exception or rare cases in a dataset 
  irrespective of the class label of these cases, 
  they are considered rare event with respect to 
  the whole dataset. 
                                                 2
Class Outlier Mining
Class Outlier Mining
Class Outlier Mining
Class Outlier Mining
Class Outlier Mining
Class Outlier Mining
Class Outlier Mining
Class Outlier Mining
Class Outlier Mining
Class Outlier Mining
Class Outlier Mining
Class Outlier Mining
Class Outlier Mining
Class Outlier Mining
Class Outlier Mining
Class Outlier Mining
Class Outlier Mining
Class Outlier Mining
Class Outlier Mining
Class Outlier Mining
Class Outlier Mining
Class Outlier Mining
Class Outlier Mining
Class Outlier Mining
Class Outlier Mining
Class Outlier Mining
Class Outlier Mining
Class Outlier Mining
Class Outlier Mining
Class Outlier Mining
Class Outlier Mining
Class Outlier Mining
Class Outlier Mining
Class Outlier Mining
Class Outlier Mining
Class Outlier Mining
Class Outlier Mining
Class Outlier Mining
Class Outlier Mining
Class Outlier Mining
Class Outlier Mining
Class Outlier Mining
Class Outlier Mining
Class Outlier Mining
Class Outlier Mining
Class Outlier Mining
Class Outlier Mining

Weitere ähnliche Inhalte

Andere mochten auch

مقدمة في تكنواوجيا المعلومات
مقدمة في تكنواوجيا المعلوماتمقدمة في تكنواوجيا المعلومات
مقدمة في تكنواوجيا المعلوماتMotaz Saad
 
3.7 outlier analysis
3.7 outlier analysis3.7 outlier analysis
3.7 outlier analysisKrish_ver2
 
Intel 64bit Architecture
Intel 64bit ArchitectureIntel 64bit Architecture
Intel 64bit ArchitectureMotaz Saad
 
Cross Language Concept Mining
Cross Language Concept Mining Cross Language Concept Mining
Cross Language Concept Mining Motaz Saad
 
Assembly Language Lecture 3
Assembly Language Lecture 3Assembly Language Lecture 3
Assembly Language Lecture 3Motaz Saad
 
Assembly Language Lecture 4
Assembly Language Lecture 4Assembly Language Lecture 4
Assembly Language Lecture 4Motaz Saad
 
Data Mining and Business Intelligence Tools
Data Mining and Business Intelligence ToolsData Mining and Business Intelligence Tools
Data Mining and Business Intelligence ToolsMotaz Saad
 
Structured Vs, Object Oriented Analysis and Design
Structured Vs, Object Oriented Analysis and DesignStructured Vs, Object Oriented Analysis and Design
Structured Vs, Object Oriented Analysis and DesignMotaz Saad
 
Data mining: Concepts and Techniques, Chapter12 outlier Analysis
Data mining: Concepts and Techniques, Chapter12 outlier Analysis Data mining: Concepts and Techniques, Chapter12 outlier Analysis
Data mining: Concepts and Techniques, Chapter12 outlier Analysis Salah Amean
 
Introduction to CLIPS Expert System
Introduction to CLIPS Expert SystemIntroduction to CLIPS Expert System
Introduction to CLIPS Expert SystemMotaz Saad
 

Andere mochten auch (11)

مقدمة في تكنواوجيا المعلومات
مقدمة في تكنواوجيا المعلوماتمقدمة في تكنواوجيا المعلومات
مقدمة في تكنواوجيا المعلومات
 
3.7 outlier analysis
3.7 outlier analysis3.7 outlier analysis
3.7 outlier analysis
 
Intel 64bit Architecture
Intel 64bit ArchitectureIntel 64bit Architecture
Intel 64bit Architecture
 
Cross Language Concept Mining
Cross Language Concept Mining Cross Language Concept Mining
Cross Language Concept Mining
 
Assembly Language Lecture 3
Assembly Language Lecture 3Assembly Language Lecture 3
Assembly Language Lecture 3
 
Data Mining: Outlier analysis
Data Mining: Outlier analysisData Mining: Outlier analysis
Data Mining: Outlier analysis
 
Assembly Language Lecture 4
Assembly Language Lecture 4Assembly Language Lecture 4
Assembly Language Lecture 4
 
Data Mining and Business Intelligence Tools
Data Mining and Business Intelligence ToolsData Mining and Business Intelligence Tools
Data Mining and Business Intelligence Tools
 
Structured Vs, Object Oriented Analysis and Design
Structured Vs, Object Oriented Analysis and DesignStructured Vs, Object Oriented Analysis and Design
Structured Vs, Object Oriented Analysis and Design
 
Data mining: Concepts and Techniques, Chapter12 outlier Analysis
Data mining: Concepts and Techniques, Chapter12 outlier Analysis Data mining: Concepts and Techniques, Chapter12 outlier Analysis
Data mining: Concepts and Techniques, Chapter12 outlier Analysis
 
Introduction to CLIPS Expert System
Introduction to CLIPS Expert SystemIntroduction to CLIPS Expert System
Introduction to CLIPS Expert System
 

Kürzlich hochgeladen

Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesSinan KOZAK
 
SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024Scott Keck-Warren
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)Gabriella Davis
 
My Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationMy Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationRidwan Fadjar
 
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsEnterprise Knowledge
 
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 RobisonAnna Loughnan Colquhoun
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsMaria Levchenko
 
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | DelhiFULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhisoniya singh
 
Histor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slideHistor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slidevu2urc
 
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...Neo4j
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerThousandEyes
 
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024BookNet Canada
 
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure serviceWhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure servicePooja Nehwal
 
Google AI Hackathon: LLM based Evaluator for RAG
Google AI Hackathon: LLM based Evaluator for RAGGoogle AI Hackathon: LLM based Evaluator for RAG
Google AI Hackathon: LLM based Evaluator for RAGSujit Pal
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking MenDelhi Call girls
 
Enhancing Worker Digital Experience: A Hands-on Workshop for Partners
Enhancing Worker Digital Experience: A Hands-on Workshop for PartnersEnhancing Worker Digital Experience: A Hands-on Workshop for Partners
Enhancing Worker Digital Experience: A Hands-on Workshop for PartnersThousandEyes
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityPrincipled Technologies
 
Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Allon Mureinik
 
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 organizationRadu Cotescu
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreternaman860154
 

Kürzlich hochgeladen (20)

Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen Frames
 
SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)
 
My Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationMy Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 Presentation
 
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI Solutions
 
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
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed texts
 
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | DelhiFULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
 
Histor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slideHistor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slide
 
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
 
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure serviceWhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
 
Google AI Hackathon: LLM based Evaluator for RAG
Google AI Hackathon: LLM based Evaluator for RAGGoogle AI Hackathon: LLM based Evaluator for RAG
Google AI Hackathon: LLM based Evaluator for RAG
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
 
Enhancing Worker Digital Experience: A Hands-on Workshop for Partners
Enhancing Worker Digital Experience: A Hands-on Workshop for PartnersEnhancing Worker Digital Experience: A Hands-on Workshop for Partners
Enhancing Worker Digital Experience: A Hands-on Workshop for Partners
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivity
 
Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 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
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreter
 

Class Outlier Mining

  • 1. International Journal of Intelligent Technology, Vol. 2, No. 1, pp 55-68, 2007 Class Outlier Mining: Distance‐Based Approach By Nabil M. Hewahi and Motaz K. Saad Presented by Motaz K. Saad msaad@iugaza.edu Jan. 2008
  • 2. Abstract • In large datasets, identifying exception or rare cases with respect to a group of similar cases  is to be considered very significant problem.   (unusual pattern) • The traditional problem (Outlier Mining) is to  find exception or rare cases in a dataset  irrespective of the class label of these cases,  they are considered rare event with respect to  the whole dataset.  2