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How Genetic Algorithms can be used in forensics tools

An introduction to using evolutionary techniques for forensic investigation  

Tim Watson writes

During an investigation, or when setting up for forensic readiness, have you ever needed to optimise anything, to search, to pattern-match, or have you wished that your solutions were adaptive – changing as the system changes? From spam filtering through to Olympics event scheduling, Genetic Algorithms (GAs) have been used to search, refine and adapt. We’ll look at how they work, how to use them and by the end of the article you should be able to identify ways in which your work could be improved through the use of evolutionary computing.


Why struggle to identify a solution when you can grow your own? As with any new tool or technique, it is important to be able to identify when to use GAs and what added value they might contribute. While a full appreciation of the attributes of GAs and of their applicability is still out of reach to even the specialists in the field, the essential advantages are fairly straightforward to state. To grasp the benefits of GAs and when to use them, remember that GAs are good when you don’t know what you are doing.


If you know that text messages tend to be shorter when two people know each other well then calculate the statistical properties of text messages from a suspect’s phone and use a library of previously collected statistics to determine how well the communicating parties know each other. This is what John Olsson does when he applies his renowned forensic linguistic skills to text messages [Olsson, J., ‘Forensic Linguistics’, Continuum, 2nd Revised edition, 2008.]. If you know the format of a DOS partition table in the Master Boot Record of a hard disk drive then write an explicit algorithm – an executable recipe – to extract the information you need to tell you which partition is bootable and which ones are likely to contain relevant data. There’s no need to guess when you know what to look for.


But what about a situation where you don’t know enough? If you needed to automatically scan jpeg image files to identify images that show fear, how would you write that algorithm? If you needed a way to choose up to six Facebook profile attributes that are good indicators of online criminal activity, when attributes are often deliberately misleading and when online criminals will react to profiling by changing their profiles to avoid detection, which would you choose, how would you choose them and how would you adapt your choices as the profi les are changed? Both of the previous two examples would benefit from the use of GAs.


Read more on this fascinating subject in Issue 7 of DFM - out now - login or subscribe today!!


 
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Dr Tim Watson

Dr Tim Watson is the head of the Department of Computer Technology at De Montfort University

 

Coming up in the Next issue of Digital Forensics Magazine

Coming up in Issue 34 on sale from February 2018:


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As more businesses and consumers adopt IoT devices, privacy violations and cyber-attacks by malicious actors will become commonplace due to the insecure IoT infrastructure. Read More »

Data Destruction In Current Hard Disks & Data Destruction Techniques

Data destruction is a process traditionally applied using physical techniques, aiming at the completely destruction of the hard disk, however, there is an increasing interest in the use of logical techniques for data destruction, that allow reusing the physical device. Read More »

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Faster Searching For Known Illegal Content

Cryptographic (“MD5”) hash searching for known illegal material is one of the most thorough methods of digital forensic investigation. However, the technique is hampered by the ever-increasing size of media being examined, and the size of the hash list being searched. Read More »

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