SIGIR '00 Proceedings of the 23rd annual international ACM SIGIR conference on Research and development in information retrieval
A Memory-Based Approach to Anti-Spam Filtering for Mailing Lists
Information Retrieval
A Probabilistic Analysis of the Rocchio Algorithm with TFIDF for Text Categorization
ICML '97 Proceedings of the Fourteenth International Conference on Machine Learning
Pricing via Processing or Combatting Junk Mail
CRYPTO '92 Proceedings of the 12th Annual International Cryptology Conference on Advances in Cryptology
Identifying Junk Electronic Mail in Microsoft Outlook with a Support Vector Machine
SAINT '03 Proceedings of the 2003 Symposium on Applications and the Internet
Spam filters: bayes vs. chi-squared; letters vs. words
ISICT '03 Proceedings of the 1st international symposium on Information and communication technologies
"In vivo" spam filtering: a challenge problem for KDD
ACM SIGKDD Explorations Newsletter
EC '04 Proceedings of the 5th ACM conference on Electronic commerce
Collision Module Integration in a Specific Graphic Engine for Terrain Visualization
IV '04 Proceedings of the Information Visualisation, Eighth International Conference
Proceedings of the 4th ACM SIGCOMM conference on Internet measurement
An empirical study of spam traffic and the use of DNS black lists
Proceedings of the 4th ACM SIGCOMM conference on Internet measurement
An evaluation of statistical spam filtering techniques
ACM Transactions on Asian Language Information Processing (TALIP)
A Protection Method Against Massive Error Mails Caused by Sender Spoofed Spam Mails
SAINT '05 Proceedings of the The 2005 Symposium on Applications and the Internet
A LVQ-based neural network anti-spam email approach
ACM SIGOPS Operating Systems Review
An Empirical Performance Comparison of Machine Learning Methods for Spam E-Mail Categorization
HIS '04 Proceedings of the Fourth International Conference on Hybrid Intelligent Systems
Zmail: Zero-Sum Free Market Control of Spam
ICDCSW '05 Proceedings of the Fourth International Workshop on Assurance in Distributed Systems and Networks (ADSN) (ICDCSW'05) - Volume 01
A Differentiated Message Delivery Architecture to Control Spam
ICPADS '05 Proceedings of the 11th International Conference on Parallel and Distributed Systems - Workshops - Volume 02
MailRank: using ranking for spam detection
Proceedings of the 14th ACM international conference on Information and knowledge management
Adaptive Spam Filtering Using Dynamic Feature Space
ICTAI '05 Proceedings of the 17th IEEE International Conference on Tools with Artificial Intelligence
Image Analysis for Efficient Categorization of Image-based Spam E-mail
ICDAR '05 Proceedings of the Eighth International Conference on Document Analysis and Recognition
CAFE - Collaborative Agents for Filtering E-mails
WETICE '05 Proceedings of the 14th IEEE International Workshops on Enabling Technologies: Infrastructure for Collaborative Enterprise
Genres of Spam: Expectations and Deceptions
HICSS '06 Proceedings of the 39th Annual Hawaii International Conference on System Sciences - Volume 03
Effective Anti-Spam Strategies in Companies: An International Study
HICSS '06 Proceedings of the 39th Annual Hawaii International Conference on System Sciences - Volume 06
Spam Detection Using Text Clustering
CW '05 Proceedings of the 2005 International Conference on Cyberworlds
"May I borrow Your Filter?" Exchanging Filters to Combat Spam in a Community
AINA '06 Proceedings of the 20th International Conference on Advanced Information Networking and Applications - Volume 02
Fast statistical spam filter by approximate classifications
SIGMETRICS '06/Performance '06 Proceedings of the joint international conference on Measurement and modeling of computer systems
Behavior-based email analysis with application to spam detection
Behavior-based email analysis with application to spam detection
Understanding the network-level behavior of spammers
Proceedings of the 2006 conference on Applications, technologies, architectures, and protocols for computer communications
Multi-agent Interaction Based Collaborative P2P System for Fighting Spam
IAT '06 Proceedings of the IEEE/WIC/ACM international conference on Intelligent Agent Technology
Spam and the ongoing battle for the inbox
Communications of the ACM - Spam and the ongoing battle for the inbox
Compliance with the CAN-SPAM Act of 2003
Communications of the ACM - Spam and the ongoing battle for the inbox
Spam Filtering Using Statistical Data Compression Models
The Journal of Machine Learning Research
Spam Filtering Based On The Analysis Of Text Information Embedded Into Images
The Journal of Machine Learning Research
Multi Layer Approach to Defend DDoS Attacks Caused by Spam
MUE '07 Proceedings of the 2007 International Conference on Multimedia and Ubiquitous Engineering
Relaxed online SVMs for spam filtering
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
Approximate object location and spam filtering on peer-to-peer systems
Proceedings of the ACM/IFIP/USENIX 2003 International Conference on Middleware
Support vector machines for spam categorization
IEEE Transactions on Neural Networks
e-mail authentication system: a spam filtering for smart senders
Proceedings of the 2nd International Conference on Interaction Sciences: Information Technology, Culture and Human
A study of spam filtering using support vector machines
Artificial Intelligence Review
Spam email filtering using network-level properties
ICDM'10 Proceedings of the 10th industrial conference on Advances in data mining: applications and theoretical aspects
Proceedings of the 4th Workshop on Social Network Systems
Classifying with co-stems: a new representation for information filtering
ECIR'11 Proceedings of the 33rd European conference on Advances in information retrieval
Blocking spam by separating end-user machines from legitimate mail server machines
Proceedings of the 8th Annual Collaboration, Electronic messaging, Anti-Abuse and Spam Conference
An improved K-nearest-neighbor algorithm for text categorization
Expert Systems with Applications: An International Journal
A survey of emerging approaches to spam filtering
ACM Computing Surveys (CSUR)
Spam filtering in twitter using sender-receiver relationship
RAID'11 Proceedings of the 14th international conference on Recent Advances in Intrusion Detection
Survey on web spam detection: principles and algorithms
ACM SIGKDD Explorations Newsletter
Diversionary comments under political blog posts
Proceedings of the 21st ACM international conference on Information and knowledge management
A generalized cluster centroid based classifier for text categorization
Information Processing and Management: an International Journal
A survey of image spamming and filtering techniques
Artificial Intelligence Review
Predicting user activity level in social networks
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
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Email spam is one of the major problems of the today's Internet, bringing financial damage to companies and annoying individual users. Among the approaches developed to stop spam, filtering is an important and popular one. In this paper we give an overview of the state of the art of machine learning applications for spam filtering, and of the ways of evaluation and comparison of different filtering methods. We also provide a brief description of other branches of anti-spam protection and discuss the use of various approaches in commercial and non-commercial anti-spam software solutions.