Requirements to Build a System that Uses Machine Learning Based Approach for Analysis of Forensic Data
| ||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|
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.
 DalalAlrajeh, Requirements Discovery using Machine Learning, Department of Computing, Imperial College London, 2001.
 Wikipedia (2012, Sept 12) Machine Learning[Online]. Available:http://en.wikipedia.org /wiki/Machine_learning
 T. Mitchell, Machine Learning, McGraw-Hill, 1997
 Brian Carrier, Defining Digital Forensic Examination and Analysis Tools Using Abstraction Layers, International Journal of Evidence, Winter 2003, Volume 1, Issue 4.
 Crime investigation: physical evidence and the police laboratory. Interscience Publishers, Inc.: New York, 1953
 Articles on Artificial Intelligence [Online]. Available: http://intelligence.worldofcomputing.net/machine-learning/machine-learning-overview.html
 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.