TY - GEN
T1 - Mining actionable behavioral rules from group data
AU - Su, Peng
AU - Mao, Wenji
AU - Zeng, Daniel
AU - Zhao, Huimin
PY - 2011/9/22
Y1 - 2011/9/22
N2 - Many security-related applications can benefit from constructing models to predict the behavior of an entity. However, such models do not provide the user with explicit knowledge that can be directly used to influence the behavior for his/her interest. This type of knowledge is called actionable knowledge. Actionability is a very important aspect of the interestingness of mined patterns. In this paper, we formally define a new problem of mining actionable behavioral rules from group data. We also propose an algorithm for solving the problem. Using terrorism group data, our experiment shows the validity of our approach as well as the practical value of our defined problem in security informatics.
AB - Many security-related applications can benefit from constructing models to predict the behavior of an entity. However, such models do not provide the user with explicit knowledge that can be directly used to influence the behavior for his/her interest. This type of knowledge is called actionable knowledge. Actionability is a very important aspect of the interestingness of mined patterns. In this paper, we formally define a new problem of mining actionable behavioral rules from group data. We also propose an algorithm for solving the problem. Using terrorism group data, our experiment shows the validity of our approach as well as the practical value of our defined problem in security informatics.
KW - Actionable behavioral rules
KW - Actionable knowledge discovery
KW - actionability
UR - http://www.scopus.com/inward/record.url?scp=80052871479&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=80052871479&partnerID=8YFLogxK
U2 - 10.1109/ISI.2011.5983996
DO - 10.1109/ISI.2011.5983996
M3 - Conference contribution
AN - SCOPUS:80052871479
SN - 9781457700828
T3 - Proceedings of 2011 IEEE International Conference on Intelligence and Security Informatics, ISI 2011
SP - 181
EP - 183
BT - Proceedings of 2011 IEEE International Conference on Intelligence and Security Informatics, ISI 2011
T2 - 2011 IEEE International Conference on Intelligence and Security Informatics, ISI 2011
Y2 - 10 July 2011 through 12 July 2011
ER -