Incremental Learning Algorithm based on Support Vector Machine with Mahalanobis distance (ISVMM) for intrusion prevention

@article{Myint2009IncrementalLA,
  title={Incremental Learning Algorithm based on Support Vector Machine with Mahalanobis distance (ISVMM) for intrusion prevention},
  author={Hnin Myint and Phayung Meesad},
  journal={2009 6th International Conference on Electrical Engineering/Electronics, Computer, Telecommunications and Information Technology},
  year={2009},
  volume={02},
  pages={630-633}
}
In this paper we propose a new classifier called an Incremental Learning Algorithm based on Support Vector Machine with Mahalanobis distance (ISVMM). Prediction of the incoming data type by supervised learning of Support Vector Machine (SVM), reducing the step of calculation and complexity of the algorithm by finding a support set, error set and remaining set, providing of hard and soft decisions, saving the time for repeatedly training the datasets by applying the incremental learning, a new… CONTINUE READING

Citations

Publications citing this paper.
Showing 1-5 of 5 extracted citations

A New Incremental Learning Support Vector Machine

2009 International Conference on Artificial Intelligence and Computational Intelligence • 2009
View 5 Excerpts
Highly Influenced

A New SVR Incremental Algorithm Based on Boundary Vector

2010 International Conference on Computational Intelligence and Software Engineering • 2010

References

Publications referenced by this paper.
Showing 1-9 of 9 references

J.Smola and B Scholkope, "A tutorial on support vector regression

Alex
Kluwer Academic Publishers, Statistics and Computing, • 2004

Mahalanobis distance-based ARTMAP network

2004 IEEE International Joint Conference on Neural Networks (IEEE Cat. No.04CH37541) • 2004
View 3 Excerpts

A Framework for constructing features and models for intrusion detection systems

W.Lee, Salvatore J. Stolfo
ACM Transl. Information and System Security, • 2001

Stolfo “ A Framework for constructing features and models for intrusion detection systems ”

J. Salvatore
ACM Transl . Information and System Security • 2001

Support-vector networks

Machine Learning • 1995
View 1 Excerpt

Simplified fuzzy ARTMAP.

T Kasuba
AI Expert, Nov., pp • 1993
View 1 Excerpt

Similar Papers

Loading similar papers…