SlideShare une entreprise Scribd logo
1  sur  14
Evaluation of Spam Detection and Prevention Frameworks for Email and Image Spam - A State of Art Pedram Hayati, Vidyasagar Potdar Digital Ecosystems and Business Intelligence (DEBI) Institute Curtin University of Technology http://debii.curtin.edu.au/~pedram/ http://debii.curtin.edu.au/~vidy/
Outline ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
INTRODUCTION ,[object Object],[object Object],[object Object],[object Object],[object Object]
SPAMMING MOTIVATIONS   ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
ANTI-SPAM STRATEGIES ,[object Object],[object Object],[object Object],[object Object]
ANTI-SPAM STRATEGIES Spam Detection Strategy Spam Prevention Strategy
EMAIL SPAM   ,[object Object],[object Object],[object Object]
EMAIL SPAM METHODS
EMAIL SPAM SURVEY ,[object Object],[object Object],[object Object]
IMAGE SPAM ,[object Object],[object Object],[object Object]
IMAGE SPAM METHODS
IMAGE SPAM SURVEY ,[object Object],[object Object],[object Object]
CONCLOUSION   ,[object Object],[object Object],[object Object],[object Object]
Thanks! Any Questions?

Contenu connexe

Tendances

Spam and Anti-spam - Sudipta Bhattacharya
Spam and Anti-spam - Sudipta BhattacharyaSpam and Anti-spam - Sudipta Bhattacharya
Spam and Anti-spam - Sudipta Bhattacharya
sankhadeep
 
E Mail & Spam Presentation
E Mail & Spam PresentationE Mail & Spam Presentation
E Mail & Spam Presentation
newsan2001
 
AN ANALYSIS OF EFFECTIVE ANTI SPAM PROTOCOL USING DECISION TREE CLASSIFIERS
AN ANALYSIS OF EFFECTIVE ANTI SPAM PROTOCOL USING DECISION TREE CLASSIFIERSAN ANALYSIS OF EFFECTIVE ANTI SPAM PROTOCOL USING DECISION TREE CLASSIFIERS
AN ANALYSIS OF EFFECTIVE ANTI SPAM PROTOCOL USING DECISION TREE CLASSIFIERS
ijsrd.com
 

Tendances (20)

Spam and Anti Spam Techniques
Spam and Anti Spam TechniquesSpam and Anti Spam Techniques
Spam and Anti Spam Techniques
 
A Survey: SMS Spam Filtering
A Survey: SMS Spam FilteringA Survey: SMS Spam Filtering
A Survey: SMS Spam Filtering
 
Spam Email identification
Spam Email identificationSpam Email identification
Spam Email identification
 
Spam filtering with Naive Bayes Algorithm
Spam filtering with Naive Bayes AlgorithmSpam filtering with Naive Bayes Algorithm
Spam filtering with Naive Bayes Algorithm
 
E mail image spam filtering techniques
E mail image spam filtering techniquesE mail image spam filtering techniques
E mail image spam filtering techniques
 
Spam and Anti-spam - Sudipta Bhattacharya
Spam and Anti-spam - Sudipta BhattacharyaSpam and Anti-spam - Sudipta Bhattacharya
Spam and Anti-spam - Sudipta Bhattacharya
 
Spam
Spam Spam
Spam
 
Spam Detection Using Natural Language processing
Spam Detection Using Natural Language processingSpam Detection Using Natural Language processing
Spam Detection Using Natural Language processing
 
E Mail & Spam Presentation
E Mail & Spam PresentationE Mail & Spam Presentation
E Mail & Spam Presentation
 
Machine Learning Project - Email Spam Filtering using Enron Dataset
Machine Learning Project - Email Spam Filtering using Enron DatasetMachine Learning Project - Email Spam Filtering using Enron Dataset
Machine Learning Project - Email Spam Filtering using Enron Dataset
 
An Approach for Malicious Spam Detection in Email with Comparison of Differen...
An Approach for Malicious Spam Detection in Email with Comparison of Differen...An Approach for Malicious Spam Detection in Email with Comparison of Differen...
An Approach for Malicious Spam Detection in Email with Comparison of Differen...
 
Seminar On Naive Bayes for Spam Filtering
Seminar On Naive Bayes for Spam Filtering Seminar On Naive Bayes for Spam Filtering
Seminar On Naive Bayes for Spam Filtering
 
Analysis of an image spam in email based on content analysis
Analysis of an image spam in email based on content analysisAnalysis of an image spam in email based on content analysis
Analysis of an image spam in email based on content analysis
 
A multi layer architecture for spam-detection system
A multi layer architecture for spam-detection systemA multi layer architecture for spam-detection system
A multi layer architecture for spam-detection system
 
Final Report(SuddhasatwaSatpathy)
Final Report(SuddhasatwaSatpathy)Final Report(SuddhasatwaSatpathy)
Final Report(SuddhasatwaSatpathy)
 
DEVELOPMENT OF AN EFFECTIVE BAYESIAN APPROACH FOR SPAM FILTERING
DEVELOPMENT OF AN EFFECTIVE BAYESIAN APPROACH FOR SPAM FILTERINGDEVELOPMENT OF AN EFFECTIVE BAYESIAN APPROACH FOR SPAM FILTERING
DEVELOPMENT OF AN EFFECTIVE BAYESIAN APPROACH FOR SPAM FILTERING
 
Spam
SpamSpam
Spam
 
AN ANALYSIS OF EFFECTIVE ANTI SPAM PROTOCOL USING DECISION TREE CLASSIFIERS
AN ANALYSIS OF EFFECTIVE ANTI SPAM PROTOCOL USING DECISION TREE CLASSIFIERSAN ANALYSIS OF EFFECTIVE ANTI SPAM PROTOCOL USING DECISION TREE CLASSIFIERS
AN ANALYSIS OF EFFECTIVE ANTI SPAM PROTOCOL USING DECISION TREE CLASSIFIERS
 
Overview of Anti-spam filtering Techniques
Overview of Anti-spam filtering TechniquesOverview of Anti-spam filtering Techniques
Overview of Anti-spam filtering Techniques
 
Survey on spam filtering
Survey on spam filteringSurvey on spam filtering
Survey on spam filtering
 

Similaire à Evaluation of Spam Detection and Prevention Frameworks for Email and Image Spam - A State of Art

NetworkPaperthesis1
NetworkPaperthesis1NetworkPaperthesis1
NetworkPaperthesis1
Dhara Shah
 
CNS ANTI SPAM TECHNIQUES.pptx
CNS ANTI SPAM TECHNIQUES.pptxCNS ANTI SPAM TECHNIQUES.pptx
CNS ANTI SPAM TECHNIQUES.pptx
SanjuSanjay40
 
Network paperthesis1
Network paperthesis1Network paperthesis1
Network paperthesis1
Dhara Shah
 

Similaire à Evaluation of Spam Detection and Prevention Frameworks for Email and Image Spam - A State of Art (20)

Spamming as cyber crime
Spamming as cyber crimeSpamming as cyber crime
Spamming as cyber crime
 
Spam filtering.pptx
Spam filtering.pptxSpam filtering.pptx
Spam filtering.pptx
 
402 406
402 406402 406
402 406
 
Toward Spam 2.0: An Evaluation of Web 2.0 Anti-Spam Methods
Toward Spam 2.0: An Evaluation of Web 2.0 Anti-Spam MethodsToward Spam 2.0: An Evaluation of Web 2.0 Anti-Spam Methods
Toward Spam 2.0: An Evaluation of Web 2.0 Anti-Spam Methods
 
A review of spam filtering and measures of antispam
A review of spam filtering and measures of antispamA review of spam filtering and measures of antispam
A review of spam filtering and measures of antispam
 
A LITERATURE REVIEW ON PHISHING EMAIL DETECTION USING DATA MINING
A LITERATURE REVIEW ON PHISHING EMAIL DETECTION USING DATA MININGA LITERATURE REVIEW ON PHISHING EMAIL DETECTION USING DATA MINING
A LITERATURE REVIEW ON PHISHING EMAIL DETECTION USING DATA MINING
 
SPAM FILTERS
SPAM FILTERSSPAM FILTERS
SPAM FILTERS
 
NetworkPaperthesis1
NetworkPaperthesis1NetworkPaperthesis1
NetworkPaperthesis1
 
Spamming
SpammingSpamming
Spamming
 
IRJET- Improving Performance of Fake Reviews Detection in Online Review’s usi...
IRJET- Improving Performance of Fake Reviews Detection in Online Review’s usi...IRJET- Improving Performance of Fake Reviews Detection in Online Review’s usi...
IRJET- Improving Performance of Fake Reviews Detection in Online Review’s usi...
 
Email
EmailEmail
Email
 
Spam Detection in Social Networks Using Correlation Based Feature Subset Sele...
Spam Detection in Social Networks Using Correlation Based Feature Subset Sele...Spam Detection in Social Networks Using Correlation Based Feature Subset Sele...
Spam Detection in Social Networks Using Correlation Based Feature Subset Sele...
 
Spam Detection in Social Networks Using Correlation Based Feature Subset Sele...
Spam Detection in Social Networks Using Correlation Based Feature Subset Sele...Spam Detection in Social Networks Using Correlation Based Feature Subset Sele...
Spam Detection in Social Networks Using Correlation Based Feature Subset Sele...
 
Spam Detection in Social Networks Using Correlation Based Feature Subset Sele...
Spam Detection in Social Networks Using Correlation Based Feature Subset Sele...Spam Detection in Social Networks Using Correlation Based Feature Subset Sele...
Spam Detection in Social Networks Using Correlation Based Feature Subset Sele...
 
Spam Detection in Social Networks Using Correlation Based Feature Subset Sele...
Spam Detection in Social Networks Using Correlation Based Feature Subset Sele...Spam Detection in Social Networks Using Correlation Based Feature Subset Sele...
Spam Detection in Social Networks Using Correlation Based Feature Subset Sele...
 
CNS ANTI SPAM TECHNIQUES.pptx
CNS ANTI SPAM TECHNIQUES.pptxCNS ANTI SPAM TECHNIQUES.pptx
CNS ANTI SPAM TECHNIQUES.pptx
 
Presentation2.pptx
Presentation2.pptxPresentation2.pptx
Presentation2.pptx
 
Network paperthesis1
Network paperthesis1Network paperthesis1
Network paperthesis1
 
A multi layer architecture for spam-detection system
A multi layer architecture for spam-detection systemA multi layer architecture for spam-detection system
A multi layer architecture for spam-detection system
 
Detection of Spam in Emails using Machine Learning
Detection of Spam in Emails using Machine LearningDetection of Spam in Emails using Machine Learning
Detection of Spam in Emails using Machine Learning
 

Dernier

Beyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactBeyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global Impact
PECB
 
BASLIQ CURRENT LOOKBOOK LOOKBOOK(1) (1).pdf
BASLIQ CURRENT LOOKBOOK  LOOKBOOK(1) (1).pdfBASLIQ CURRENT LOOKBOOK  LOOKBOOK(1) (1).pdf
BASLIQ CURRENT LOOKBOOK LOOKBOOK(1) (1).pdf
SoniaTolstoy
 
1029 - Danh muc Sach Giao Khoa 10 . pdf
1029 -  Danh muc Sach Giao Khoa 10 . pdf1029 -  Danh muc Sach Giao Khoa 10 . pdf
1029 - Danh muc Sach Giao Khoa 10 . pdf
QucHHunhnh
 

Dernier (20)

INDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptx
INDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptxINDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptx
INDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptx
 
Z Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot GraphZ Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot Graph
 
Nutritional Needs Presentation - HLTH 104
Nutritional Needs Presentation - HLTH 104Nutritional Needs Presentation - HLTH 104
Nutritional Needs Presentation - HLTH 104
 
Beyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactBeyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global Impact
 
Web & Social Media Analytics Previous Year Question Paper.pdf
Web & Social Media Analytics Previous Year Question Paper.pdfWeb & Social Media Analytics Previous Year Question Paper.pdf
Web & Social Media Analytics Previous Year Question Paper.pdf
 
Student login on Anyboli platform.helpin
Student login on Anyboli platform.helpinStudent login on Anyboli platform.helpin
Student login on Anyboli platform.helpin
 
Disha NEET Physics Guide for classes 11 and 12.pdf
Disha NEET Physics Guide for classes 11 and 12.pdfDisha NEET Physics Guide for classes 11 and 12.pdf
Disha NEET Physics Guide for classes 11 and 12.pdf
 
Paris 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activityParis 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activity
 
Código Creativo y Arte de Software | Unidad 1
Código Creativo y Arte de Software | Unidad 1Código Creativo y Arte de Software | Unidad 1
Código Creativo y Arte de Software | Unidad 1
 
Sanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdfSanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdf
 
Class 11th Physics NEET formula sheet pdf
Class 11th Physics NEET formula sheet pdfClass 11th Physics NEET formula sheet pdf
Class 11th Physics NEET formula sheet pdf
 
IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...
IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...
IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...
 
The Most Excellent Way | 1 Corinthians 13
The Most Excellent Way | 1 Corinthians 13The Most Excellent Way | 1 Corinthians 13
The Most Excellent Way | 1 Corinthians 13
 
BASLIQ CURRENT LOOKBOOK LOOKBOOK(1) (1).pdf
BASLIQ CURRENT LOOKBOOK  LOOKBOOK(1) (1).pdfBASLIQ CURRENT LOOKBOOK  LOOKBOOK(1) (1).pdf
BASLIQ CURRENT LOOKBOOK LOOKBOOK(1) (1).pdf
 
fourth grading exam for kindergarten in writing
fourth grading exam for kindergarten in writingfourth grading exam for kindergarten in writing
fourth grading exam for kindergarten in writing
 
Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)
 
Q4-W6-Restating Informational Text Grade 3
Q4-W6-Restating Informational Text Grade 3Q4-W6-Restating Informational Text Grade 3
Q4-W6-Restating Informational Text Grade 3
 
Unit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptxUnit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptx
 
1029 - Danh muc Sach Giao Khoa 10 . pdf
1029 -  Danh muc Sach Giao Khoa 10 . pdf1029 -  Danh muc Sach Giao Khoa 10 . pdf
1029 - Danh muc Sach Giao Khoa 10 . pdf
 
BAG TECHNIQUE Bag technique-a tool making use of public health bag through wh...
BAG TECHNIQUE Bag technique-a tool making use of public health bag through wh...BAG TECHNIQUE Bag technique-a tool making use of public health bag through wh...
BAG TECHNIQUE Bag technique-a tool making use of public health bag through wh...
 

Evaluation of Spam Detection and Prevention Frameworks for Email and Image Spam - A State of Art