CHAMPION: Intelligent Hierarchical Reasoning Agents for Enhanced Decision Support
We describe the design and development of an advanced reasoning framework employing semantic technologies, organized within a hierarchy of computational reasoning agents that interpret domain specific information. Designed based on an inspirational metaphor of the pattern recognition functions performed by the human neocortex, the CHAMPION reasoning framework represents a new computational modeling approach that derives invariant knowledge representations through memory-prediction belief propagation processes that are driven by formal ontological language specification and semantic technologies. The CHAMPION framework shows promise for enhancing complex decision making in diverse problem domains including cyber security, nonproliferation and energy consumption analysis.
- Research Organization:
- Pacific Northwest National Lab. (PNNL), Richland, WA (United States)
- Sponsoring Organization:
- USDOE
- DOE Contract Number:
- AC05-76RL01830
- OSTI ID:
- 1034983
- Report Number(s):
- PNNL-SA-82834; TRN: US201204%%275
- Resource Relation:
- Conference: Proceedings of the Sixth International Conference on Semantic Technologies for Intelligence, Defense, and Security (STIDS 2011), November 16-17, 2011, Fairfax, Virginia, 808:36-43
- Country of Publication:
- United States
- Language:
- English
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