Machine Learning - Special issue on applications of machine learning and the knowledge discovery process
MailCat: an intelligent assistant for organizing e-mail
Proceedings of the third annual conference on Autonomous Agents
Artificial Immune Systems: A New Computational Intelligence Paradigm
Artificial Immune Systems: A New Computational Intelligence Paradigm
The Journal of Machine Learning Research
"In vivo" spam filtering: a challenge problem for KDD
ACM SIGKDD Explorations Newsletter
Combining Topic Models and Social Networks for Chat Data Mining
WI '04 Proceedings of the 2004 IEEE/WIC/ACM International Conference on Web Intelligence
Disambiguating Web appearances of people in a social network
WWW '05 Proceedings of the 14th international conference on World Wide Web
Architecture for an Artificial Immune System
Evolutionary Computation
Combining text and heuristics for cost-sensitive spam filtering
ConLL '00 Proceedings of the 2nd workshop on Learning language in logic and the 4th conference on Computational natural language learning - Volume 7
Building bridges for web query classification
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
Data Mining: Practical Machine Learning Tools and Techniques, Second Edition (Morgan Kaufmann Series in Data Management Systems)
Workload models of spam and legitimate e-mails
Performance Evaluation
Spam Filtering Based On The Analysis Of Text Information Embedded Into Images
The Journal of Machine Learning Research
The Evolutionary Microcosm of Stock Spam
IEEE Security and Privacy
Survey of Text Mining II: Clustering, Classification, and Retrieval
Survey of Text Mining II: Clustering, Classification, and Retrieval
Topic and role discovery in social networks
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
Inspiration for the next generation of artificial immune systems
ICARIS'05 Proceedings of the 4th international conference on Artificial Immune Systems
Immunity from spam: an analysis of an artificial immune system for junk email detection
ICARIS'05 Proceedings of the 4th international conference on Artificial Immune Systems
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 survey of emerging approaches to spam filtering
ACM Computing Surveys (CSUR)
Security and Communication Networks
Group affinity based social trust model for an intelligent movie recommender system
Multimedia Tools and Applications
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Through the rapid evaluation of spam, no fully successful solution for filtering spam has been found. However, the spammers still spread spam by using the same intentions such as advertising and phishing. In this investigation, we propose a mechanism of E-mail Words Social Network (EWSN) for profiling users' intentions related to interesting and uninteresting e-mails. An EWSN is constructed from the information in an individual user's mailbox, and expands e-mail information from the World Wide Web (WWW) via the search engine. Based on the web information and association rules among the words, words and relations are expanded as a words' social network. Via the EWSN, both interested and uninterested EWSNs can be constructed to analyze user intentions. Additionally, an efficiency detection mechanism based on the EWSN is proposed to classify e-mails. Finally, the adaptation algorithm of artificial immune system is applied to EWSN, which is thus adapted to follow the user's confirmed classification results. The experimental results indicate that the proposed system is very helpful for classifying spam e-mails by analyzing senders' intentions. Some ideas for analyzing interested nature of people, and profiling their backgrounds, are also presented.