SITUATION ASSESSMENT WITH OBJECT ORIENTED PROBABILISTIC RELATIONAL MODELS

Catherine Howard, Markus Stumptner

2005

Abstract

This paper presents a new Object Oriented Probabilistic Relational language which is built upon the Bangsø Object Oriented Bayesian Network framework. We are currently studying the application of this language for situation assessment in complex military and business domains.

References

  1. Bangso, O. (2004). Object Oriented Bayesian Networks. PhD Dept. of Computer Science, Aalborg University: 110.
  2. Bangso, O., M. J. Flores, et al. (2004). Plug and Play Object Oriented Bayesian Networks.
  3. Bangso, O. and P.-H. Wuillemin (2000). Top Down Construction and Repetitive Structures Representation in Bayesian Networks. Proc. 13th FLAIRS, AAAI Press.
  4. Das, S., R. Grey, et al. (2002). Situation Assessment via Bayesian Belief Networks. Proc. 5th Int'l Conf on Information Fusion, Annapolis, MD, USA.
  5. Flores, M. J., J. A. Gamez, et al. (2003). Incremental Compilation of a Bayesian Network. Proc. 19th Conf on Uncertainty in Artificial Intelligence, Morgan Kaufmann.
  6. Getoor, L. (2002). Learning Statistical Models From Relational Data. PhD thesis Department of Computer Science, Stanford University: 189.
  7. Gonsalves, P., G. Rinkus, et al. (1999). A Hybrid Artificial Intelligence Architecture for Battlefield Information Fusion. Proc. 2nd Int'l Conf on Information Fusion, Sunnyvale, CA.
  8. Gonsalves, P. G. and G. J. Rinkus (1998). Intelligent Fusion and Asset Management Processor. 1998 IEEE Information Technology Conference, Syracuse, NY.
  9. Jones, P. M., C. C. Hayes, et al. (1998). CoRAVEN: Modeling and Design of a Multimedia Intelligent Infrastructure for Collaborative Intelligence Analysis. Proc. of the IEEE Int'l Conf on Systems, Man, and Cybernetics (SMC'98), San Diego, California.
  10. Koller, D. and A. Pfeffer (1997). Object-Oriented Bayesian Networks. Proc. 13th Conference on Uncertainty in Artificial Intelligence, Providence, RI.
  11. Koller, D. and A. Pfeffer (1998). Probabilistic FrameBased Systems. Proc. 15th National Conference on Artificial Intelligence (AAAI-98), Madison, Wisconsin.
  12. Lambert, D. A. (2003). Grand Challenges of Information Fusion. Proc. 6th Int'l Conf on Information Fusion, Cairns.
  13. Laskey, K. B. and S. M. Mahoney (1997). Network Fragments: Representing Knowledge for Constructing Probabilistic Models. Proc. 13th Conf on Uncertainty in Artifical Intelligence, Providence, RI, Morgan Kaufmann.
  14. Llinas, J. (2001). Handbook of Multisensor Data Fusion. Boca Raton, FL, CRC Press.
  15. Mulgund, S., G. Rinkus, et al. (1997). OLIPSA: On-Line Intelligent Processor for Situation Assessment. Proc. 2nd Annual Symp on Situational Awareness in the Tactical Air Environment, Patuxent River, MD.
  16. Pasula, H. M. (2003). Identity Uncertainty PhD thesis in Dept of Comp Sci, University of California, Berkeley.
  17. Pfeffer, A., D. Koller, et al. (1999). SPOOK: A System for Probabilistic Object Oriented Knowledge Representation. Proc. 15th Conf Uncertainty in AI (UAI-99).
  18. Pfeffer, A. J. (1999). Probabilistic Reasoning for Complex Systems.PhD thesis Dept of Comp Sci, Stanford Uni.
  19. Salerno, J., M. Hinman, et al. (2003). Information Fusion for Situational Awareness. Proc. 6th Int'l Conf on Information Fusion, Cairns, Queensland.
  20. Steinberg, A. N., C. L. Bowman, et al. (1998). Revisions to the JDL Data Fusion Model. The Joint NATO/IRIS Conference, Quebec, Canada.
  21. Sycara, K. and M. Lewis (2002). From Data to Actionable Knowledge and Decision. Proc. 5th Int'l Conf on Information Fusion, Annapolis, MD, USA.
  22. Wright, E., S. M. Mahoney, et al. (2002). Multi-Entity Bayesian Networks for Situation Assessment. Proc.5th Int'l Conf on Information Fusion.
Download


Paper Citation


in Harvard Style

Howard C. and Stumptner M. (2005). SITUATION ASSESSMENT WITH OBJECT ORIENTED PROBABILISTIC RELATIONAL MODELS . In Proceedings of the Seventh International Conference on Enterprise Information Systems - Volume 2: ICEIS, ISBN 972-8865-19-8, pages 412-418. DOI: 10.5220/0002538904120418


in Bibtex Style

@conference{iceis05,
author={Catherine Howard and Markus Stumptner},
title={SITUATION ASSESSMENT WITH OBJECT ORIENTED PROBABILISTIC RELATIONAL MODELS},
booktitle={Proceedings of the Seventh International Conference on Enterprise Information Systems - Volume 2: ICEIS,},
year={2005},
pages={412-418},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0002538904120418},
isbn={972-8865-19-8},
}


in EndNote Style

TY - CONF
JO - Proceedings of the Seventh International Conference on Enterprise Information Systems - Volume 2: ICEIS,
TI - SITUATION ASSESSMENT WITH OBJECT ORIENTED PROBABILISTIC RELATIONAL MODELS
SN - 972-8865-19-8
AU - Howard C.
AU - Stumptner M.
PY - 2005
SP - 412
EP - 418
DO - 10.5220/0002538904120418