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Purpose

A work that combined strategies in designing anomaly‐based instruction detection system (IDS) was described in CSIDS. This new work seeks to improve on CSIDS.

Design/methodology/approach

The shortcomings of CSIDS were first identified and critically analysed. An improved approach for combining data mining and expert system is then presented and implemented.

Findings

The result of the evaluation of the new design produced a better result in terms of the detection efficiency and false alarm rate.

Research limitations/implications

It might be necessary to use data from diverse environments to test the design. However, it was effectively shown that an IDS that combines strategies has been designed.

Practical implications

This work discusses the technical issues of IDS and will motivate researchers in IDS. It has also shown how strategies could be combined for effective intrusion detection.

Originality/value

This paper resulted from the existing problems in IDS and presents practical information in intrusion detection. It is definitely a tool needed by researchers in IDS.

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