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Big Data: Storage, Sharing, and Security
Scala Java Python
MLlib
YARN (Cluster resource management)
HDFS (Distributed file system)
SparkR
Apache spark
JVM
OS
Hardware
• Decision tree
• Naïve Bayes
Figure 16.2: A Spark platform for the composite big data analytics model.
16.2.3 A hybrid intrusion detection model
A misuse intrusion detection model discovers attacks based on the features extracted from
known intrusion patterns (Anderson et al. 1995). The misuse intrusion detection operation is
operated in near real time with a low false-positive intrusion detection error rate. If this misuse
detection system lacks the new intrusion signatures in its database, ...