Adaptive context assessment and context management

FUSION 2014 - 17th International Conference on Information Fusion

Volumn , Issue , 2014, Pages

  Steinberg, Alan N ^a   Bowman, Christopher L ^b   Haith, Gary ^b   Morefield, Charles ^c   Morefield, Michael ^c   Blasch, Erik ^d  

^a Consultant ^*  (United States)

^b Francis Pitard Sampling Consultants   (United States)

^c Arctan   (United States)

^d AIR FORCE RESEARCH LABORATORY   (United States)

Author keywords

adaptive information exploitation; context conformity assessment and management; context relevance; Joint Directors of Laboratories' (JDL) data fusion model; machine learning; model management; model based classification; situation assessment

Indexed keywords

ADAPTIVE SYSTEMS; CLASSIFICATION (OF INFORMATION); DATA FUSION; INFORMATION FUSION; LEARNING SYSTEMS; PREDICTIVE ANALYTICS; SEARCH ENGINES;

ADAPTIVE INFORMATION; CONFORMITY ASSESSMENT; CONTEXT RELEVANCE; FUSION MODEL; MODEL MANAGEMENT; MODEL-BASED CLASSIFICATIONS; SITUATION ASSESSMENT;

INFORMATION MANAGEMENT;

EID: 84910668395     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (29)

1. J. McCarthy, Notes on formalizing contexts," Proc. 13th International Joint Conference on AI, 1993.
2. F. Giunchiglia, "Contextual reasoning," Epistemologica-I Linguaggi e le Macchine 16, 1993.
3. V. Akman, M. Surav, "The use of situation theory in context modeling," Comp. Intelligence 13, 3, 1997.
4. P. Grays, D. Salber, "Modeling and using sensed context information in the design of interactive applications" LNCS 2254: IFIP International Conf. on Engineering for Human-Computer Interaction, 2001.
5. T. Stang, C. Linnhoff-Popien, "A context modeling survey," First International Workshop on Advanced Context Modelling, Reasoning and Management, 2004.
6. L. Gong, "Contextual modeling and applications," Proc. IEEE International Conference on SMC, V1, 2005.
7. A.N. Steinberg and G.L. Rogova, "Situation and context in data fusion and natural language understanding," Proc., Eleventh International Conference on Information Fusion, Cologne, 2008.
8. A.N. Steinberg, "Foundations of situation and threat assessment," Chapter 18 of Handbook of Multisensor Data Fusion, ed. M.E. Liggins, D.L. Hall, and J. Llinas, CRC Press, London, 2009.
9. A.N. Steinberg, "Context-sensitive data fusion using Structural Equation Modeling," International Conf. on Information Fusion, 2009.
10. A.N. Steinberg, "Adaptive evidence accrual for context-sensitive situation understanding," HSI to Enhance Maritime Domain Awareness for Port/Harbour Security Systems, IOS Press, 2009.
11. J. Garcia, L. Snidaro and I. Visentini, "Exploiting context as binding element for multi-level data fusion," International Conference on Information Fusion, 2012.
12. I. Visentini and L. Snidaro, "Integration of contextual information for tracking refinement," Int'l Conf. on Information Fusion, 2011.
13. E. P. Blasch, E. Bosse, and D. Lambert, High-Level Information Fusion Management and Systems Design, Artech House, Norwood, MA, 2012.
14. L. Snidaro, I. Visentini, J. Llinas and G.L. Foresti, "Context in fusion: Some considerations in a JDL perspective," International Conference on Information Fusion, 2013.
15. A.N. Steinberg and C.L. Bowman, "Adaptive context exploitation," Proc. SPIE, Vol. 8758, 2013.
16. C.L. Bowman and A.N. Steinberg, "Affordable non-traditional source data mining for context assessment to improve distributed fusion system robustness," Proc. SPIE, Vol. 8756, 2013.
17. A.N. Steinberg and C.L. Bowman, "Adaptive context discovery and exploitation," International Conf. on Information Fusion, 2013.
18. E. Blasch, J. Garcia Herrero, L. Snidaro, et al., "Overview of contextual tracking approaches in information fusion," Proc. SPIE, 8747, 2013.
19. D.A. Lambert, "A unification of sensor and higher-level fusion," International Conference on Information Fusion, 2006.
20. D.L. Hall and A.N. Steinberg, "Dirty secrets in multisensor data fusion," Chapter 21 of Handbook of Multisensor Data Fusion, ed. D.L. Hall and J. Llinas, CRC Press, London, 2001.
21. A.N. Steinberg, and C.L. Bowman, "Revisions to the JDL data fusion model," Chapter 3 of Handbook of Multisensor Data Fusion, ed. M.E. Liggins, D.L. Hall, and J. Llinas, CRC Press, London, 2009.
22. R. Hummel, "MSTAR: Next Generation ATR Technologies," IDGA Image Fusion Conference, 2005.
23. B. Kahler and E. Blasch, "Sensor Management Fusion Using Operating Conditions," IEEE Nat. Aerospace Electronics Conf., 2008.
24. C.L. Bowman, "Process assessment and process management for intelligent data fusion &resource management systems," Proc. AIAA Space 2012, Pasadena, CA, Sept 2012.
25. K. Devlin, Logic and Information, Press Syndicate of the University of Cambridge, 1991.
26. A. N. Steinberg, "Situation management for counter-piracy," Prediction and Recognition of Piracy Efforts Using Collaborative Human-Centric Information Systems, IOS Press, 2013.
27. R.C. Whitehair, A Framework for the Analysis of Sophisticated Control, Ph.D. Dissertation, University of Massachusetts CMPSCI Technical Report 95, February, 1996.
28. C. Bowman and C. Tschan, "Data-Driven &Goal-Driven Computational Intelligence for Autonomy and Affordability," AIAA InfoTech Aerospace Conference, Garden Grove, CA., June 2012
29. G. Haith and C. Bowman, "Data-driven Performance Assessment and Process Management for Space Situational Awareness," J. of Aerospace Computing, Information, and Communication, 2010.