Using coupled hidden Markov models to model suspect interactions in digital forensic analysis

Integrating AI and Data Mining - 1st International Workshop Proceedings, AIDM 2006

Volumn , Issue , 2006, Pages 58-64

  Brewer, Nathan ^a,b   Liu, Nianjun ^a,b   De Vel, Olivier ^c   Caelli, Terry ^a,b  

^a AUSTRALIAN NATIONAL UNIVERSITY   (Australia)

^b CSIRO   (Australia)

^c DEFENCE SCIENCE AND TECHNOLOGY ORGANISATION   (Australia)

Author keywords

[No Author keywords available]

Indexed keywords

DIGITAL FORENSIC ANALYSIS; DIGITAL FORENSICS; SINGLE CHAIN MODELS;

COMPUTER SOFTWARE; DIGITAL DEVICES; HIDDEN MARKOV MODELS; INTERACTIVE COMPUTER SYSTEMS; MODEL CHECKING;

DIGITAL WATERMARKING;

EID: 36949032937     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/AIDM.2006.16     Document Type: Conference Paper

References (12)

1. Casey, Eoghan, Digital Evidence and Computer Crime: Forensic Science: Computer and the Internet, Academic Press, 2000.
2. Apte, C., Damerau, F.: Automated learning of decision rules for text categorization: in ACM Transactions on Information Systems, Vol 12, No.3, pp.233-251, 1994.
3. De Vel, O, Liu, N., Caelli, T. and Caetano, T.: An Embedded Bayesian Network Hidden Markov Model for Digital Forensics: in IEEE Intelligence and Security Informatics Conference (ISI2006), pp459-465, May 23-24, 2006, San Diego, USA
4. Ghahramani, Z. and Jordan, M.: Factorial Hidden Markov Models: in NIPS, Volume 8, Cambridge, MA, 1996.
5. Ghahramani, Z: Learning dynamic Bayesian networks: in C.L. Giles and M. Gori, editors, Adaptive Processing of Temporal Information. Lecture Notes in Artificial Intelligence. Springer Verlag, 1997.
6. Murphy, K.: Dynamic Bayesian Networks: Representation, Inference and Learning. Dissertation, University of California at Berkley. 2002.
7. Chu, S. and Huang, T.: An Experimental Study of Coupled Hidden Markov Models: in Proc. IEEE international conference on Acoustics, Speech, and Signal Processing, 2002.
8. Rezek, I. Sykacek, P. and Roberts, S.: Learning interaction dynamics with coupled hidden Markov models: in IEEproc. -Sci Meas. Technol. Vol 147, No 6: 345-350. 2000
9. Brand, M.: Coupled hidden Markov models for modelling interacting processes: in Learning and Common Sense Technical Report 405. 1997
10. Kwon, J. and Murphy, K.: Modelling Freeway Traffic with Coupled HMMs: in Tech. Rep., University of California at Berkeley, 2000.
11. Rabiner, L. R.: A tutorial on Hidden Markov Models and selected applications in speech recognition: in Proc. of the IEEE, 77(2):257-286, 1989.
12. Pattern Analysis and Machine Learning Research Group. DBNBOX MATLAB suite. http://www.robots.ox.ac.uk/~parg/software.html Available on July 6th, 2006.