Data Mining: Concepts and Techniques (2nd edition)
Citations
[...]
13,246 citations
2,516 citations
1,463 citations
Cites background from "Data Mining: Concepts and Technique..."
...These new techniques are rooted in research concerning artificial intelligence and expert systems that have sought to produce machine learning that can computationally and automatically mine and detect patterns and build predictive models and optimize outcomes (Han et al., 2011; Hastie et al., 2009)....
[...]
...…new techniques are rooted in research concerning artificial intelligence and expert systems that have sought to produce machine learning that can computationally and automatically mine and detect patterns and build predictive models and optimize outcomes (Han et al., 2011; Hastie et al., 2009)....
[...]
1,192 citations
Cites background from "Data Mining: Concepts and Technique..."
...It is discussed in textbooks [20, 21, 43] and was successfully used in many real-world applications....
[...]
799 citations
Cites background or methods from "Data Mining: Concepts and Technique..."
...In Chen et al. (2005), it is shown that the results (regarding false positive rate) are better in case of SVM compared with that of ANN, since ANN requires large amount of training samples for effective classification, whereas SVM has to set fewer parameters....
[...]
...Another solution is to incorporate IDS or IPS in Cloud....
[...]
...For handling large number of network features, SVM is preferable....
[...]
...There are many soft computing techniques such as Artificial Neural Network (ANN), Fuzzy logic, Association rule mining, Support Vector Machine (SVM), Genetic Algorithm (GA), etc. that can be used to improve detection accuracy and efficiency of signature based IDS or anomaly detection based IDS....
[...]
...The goal of using ANNs (Han and Kamber, 2006) for intrusion detection is to be able to generalize data (from incomplete data) and to be able to classify data as being normal or intrusive (Ibrahim, 2010)....
[...]
References
52,797 citations
[...]
52,705 citations
40,147 citations
37,183 citations