Requirements to Build a System that Uses Machine Learning Based Approach for Analysis of Forensic Data

  IJCOT-book-cover
 
International Journal of Computer Trends and Technology (IJCTT)          
 
© - April Issue 2013 by IJCTT Journal
Volume-4 Issue-4                           
Year of Publication : 2013
Authors :Shruti B. Yagnik

MLA

Shruti B. Yagnik"Requirements to Build a System that Uses Machine Learning Based Approach for Analysis of Forensic Data"International Journal of Computer Trends and Technology (IJCTT),V4(4):927-932 April Issue 2013 .ISSN 2231-2803.www.ijcttjournal.org. Published by Seventh Sense Research Group.

Abstract: -Cyber Forensic Investigation paradigm is laborious and requires significant expertise on the part of the investigators. Computer Intelligence and Cyber Forensics together is a match-winning integration for making investigation tasks easy, accurate and less laborious. This research paper focuses on the requirements to build a system that is automatic and highly efficient and assists in Forensic Investigations by binding Computer Intelligence and Machine Learning Technology to Computer Forensic Framework. It consists of building a Learning Model which learns efficiently from Data Sets through Intelligent Algorithms and various Learning Approaches. This training provided, intelligently classifies accordingly all the further inputs given from real time cyber-crime data. We will acquire the basic knowledge of how to develop such systems, which work on machine learning and help in forensic investigations.

 

References-
[1] DalalAlrajeh, Requirements Discovery using Machine Learning, Department of Computing, Imperial College London, 2001.
[2] Wikipedia (2012, Sept 12) Machine Learning[Online]. Available:http://en.wikipedia.org /wiki/Machine_learning
[3] T. Mitchell, Machine Learning, McGraw-Hill, 1997
[4] Brian Carrier, Defining Digital Forensic Examination and Analysis Tools Using Abstraction Layers, International Journal of Evidence, Winter 2003, Volume 1, Issue 4.
[5] Crime investigation: physical evidence and the police laboratory. Interscience Publishers, Inc.: New York, 1953
[6] Articles on Artificial Intelligence [Online]. Available: http://intelligence.worldofcomputing.net/machine-learning/machine-learning-overview.html
[7] Nils J. Nilsson, Introduction to machine learning: an early draft of a proposed textbook, Robotics Laboratory, Department of Computer Science, Stanford University, Stanford, November 3, 1998.

Keywords — Computer Forensic Framework, Cyber-Crime, Machine Learning, Cyber Forensics, Computer Intelligence, Cyber Forensic Investigations, Learning Model, Data Sets, Intelligent Algorithms, Learning Approaches.