Abstract:
Uncertainty makes the analysis of even simple situations difficult. It forces situation analysts to formulate and manage hypotheses during the construction of the explici...Show MoreMetadata
Abstract:
Uncertainty makes the analysis of even simple situations difficult. It forces situation analysts to formulate and manage hypotheses during the construction of the explicit representations of the real world situations. Because of human cognitive limitations, this may quickly become overwhelming, even for the most experienced and capable analysts. In an attempt to provide better support systems, this position paper revisits the main concepts behind Multiple Hypothesis Tracking (MHT) in order to highlight how these ideas could be reused to deal with uncertainty in situation analysis. The development of a prototype reusing components of a prior MHT implementation is briefly presented. Finally, a number of challenging R&D issues and questions that have not yet been addressed are identified.
Published in: 2007 10th International Conference on Information Fusion
Date of Conference: 09-12 July 2007
Date Added to IEEE Xplore: 26 December 2007
CD:978-0-662-45804-3
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- IEEE Keywords
- Index Terms
- Multiple Hypothesis ,
- Situational Analysis ,
- Uncertainty Analysis ,
- Position Paper ,
- Multiple Tracking ,
- Simple Situation ,
- Representation Of The Situation ,
- Data Structure ,
- General Case ,
- False Alarm ,
- Tree Level ,
- Presence Of Uncertainty ,
- Tree Depth ,
- Possible Worlds ,
- Number Of Hypotheses ,
- Situation Model ,
- Subsequent Paper ,
- Types Of Trees ,
- Prior Hypothesis ,
- Human-in-the-loop ,
- Single Hypothesis ,
- Unique Interpretation ,
- Possibility Of Interpretation ,
- Amount Of Computational Time
- Author Keywords
Keywords assist with retrieval of results and provide a means to discovering other relevant content. Learn more.
- IEEE Keywords
- Index Terms
- Multiple Hypothesis ,
- Situational Analysis ,
- Uncertainty Analysis ,
- Position Paper ,
- Multiple Tracking ,
- Simple Situation ,
- Representation Of The Situation ,
- Data Structure ,
- General Case ,
- False Alarm ,
- Tree Level ,
- Presence Of Uncertainty ,
- Tree Depth ,
- Possible Worlds ,
- Number Of Hypotheses ,
- Situation Model ,
- Subsequent Paper ,
- Types Of Trees ,
- Prior Hypothesis ,
- Human-in-the-loop ,
- Single Hypothesis ,
- Unique Interpretation ,
- Possibility Of Interpretation ,
- Amount Of Computational Time
- Author Keywords