KSL-95-62 + redirect page
Modeling Techniques and Algorithms for Probabilistic Model-Based Diagnosis and Repair + Has identifier
Modeling Techniques and Algorithms for Probabilistic Model-Based Diagnosis and Repair + Ksl tr id
Modeling Techniques and Algorithms for Probabilistic Model-Based Diagnosis and Repair + Number
| Modeling Techniques and Algorithms for Probabilistic Model-Based Diagnosis and Repair |
Bibtype
techreport
Has publishing details
1995
Has title
Modeling Techniques and Algorithms for Probabilistic Model-Based Diagnosis and Repair
Has where published
KSL-95-62
Has year
1995
Title
Modeling Techniques and Algorithms for Probabilistic Model-Based Diagnosis and Repair
Year
1995
Abstract
Model-based diagnosis centers on the use o … Model-based diagnosis centers on the use of a behavioral model of a system to infer diagnoses of anomalous behavior. For model-based diagnosis techniques to become practical, some serious problems in the modeling of uncertainty and in the tractability of uncertainty management have to be addressed. These questions include: How can we tractably generate diagnoses in large systems? Where do the priorprobabilities of component failure come from when modeling a system?How do we tractably compute low-cost repair strategies? How can we do diagnosis even if only partial descriptions of device operation are available? This dissertation seeks to bring model-based diagnosis closer to being a viable technology by addressing these problems.We develop a set of tractable algorithms and modeling techniques that address each of the problems introduced above. Our approach synthesizes the techniques used in model-based diagnosis and techniques from the field of Bayesian networks. iques from the field of Bayesian networks.
Note
STAN-CS-95-1553.
Author
Sampath Srinivas +
Has author
Sampath Srinivas +
Has identifier
Modeling Techniques and Algorithms for Probabilistic Model-Based Diagnosis and Repair +
Institution
Stanford University +
Ksl tr id
Modeling Techniques and Algorithms for Probabilistic Model-Based Diagnosis and Repair +
Number
Modeling Techniques and Algorithms for Probabilistic Model-Based Diagnosis and Repair +
Process note
NO +
Categories KSL Technical Report +, Publication +, Technical Report +
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