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SLAMorris Final Thesis After Corrections.pdf - Cranfield University

SLAMorris Final Thesis After Corrections.pdf - Cranfield University

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hybrid approach may improve the accuracy of identification, and would provide<br />

an opportunity to enhance the identification of H3 fragments; Table 7.20 shows<br />

H3 had the lowest overall success rate during this research with the highest<br />

success rate for this classification being 66.84%. The results tables in Section<br />

7.10show that for most of the methods and data sets, the H3 fragments<br />

consistently have low rates of identification.<br />

7.13 Chapter Conclusion<br />

This chapter described research into the identification of thumbnail cache file<br />

fragments; this was achieved by implementing a variety of the most common file<br />

carving methods and evaluating their performance on a corpus. If a single file<br />

carving method had been implemented the results of the identification would<br />

have only provided an evaluation of the method itself; therefore using several<br />

methods provides the opportunity to enhance identification. The evaluation of<br />

the file carving methods also provides a unique opportunity to compare the<br />

strengths and weaknesses of each file carving approach.<br />

The results of the comparative study showed that the H1 and H2 classifications<br />

could be successfully identified with no false positives in the corpus. Whilst it is<br />

noted that fragment types may exist which were not present in the corpus the<br />

high identification rate suggests a significant reduction in the number of<br />

fragments an analyst would have to analyse. A hybrid approach may improve<br />

classification for H3-H5 and to improve the overall performance of the method.<br />

Since image-only thumbnail cache fragments have similar characteristics to<br />

standard image fragments it would be difficult to completely remove false<br />

positive matches. The aim of this research is to identify fragments which can be<br />

used for the reassembly research in Chapter 9; therefore a solution would be to<br />

maximise the identification of thumbnail cache file fragments whilst minimising<br />

false positives.<br />

Page<br />

201

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