KSL-88-84 + redirect page
The ALARM Monitoring System: A Case Study with Two Probablistic Inference Techniques for Belief Networks + Has identifier
The ALARM Monitoring System: A Case Study with Two Probablistic Inference Techniques for Belief Networks + Ksl tr id
The ALARM Monitoring System: A Case Study with Two Probablistic Inference Techniques for Belief Networks + Number
| The ALARM Monitoring System: A Case Study with Two Probablistic Inference Techniques for Belief Networks |
Bibtype
techreport
Has publishing details
1989
Has title
The ALARM Monitoring System: A Case Study with Two Probabilistic Inference Techniques for Belief Networks
Has where published
KSL-88-84
Has year
1989
Title
The ALARM Monitoring System: A Case Study with Two Probabilistic Inference Techniques for Belief Networks
Year
1989
Abstract
ALARM (A Logical Alarm Reduction Mechanism … ALARM (A Logical Alarm Reduction Mechanism) is a diagnostic application used to explore probabilistic reasoning techniques in belief networks. ALARM implements an alarm message system for patient monitoring; it calculates probabilities for a differential diagnosis based on available evidence. The medical knowledge is encoded in a graphical structure connecting 8 diagnoses, 16 findings, and 13 intermediate variables. Two algorithms were applied to this belief network: (1) a message-passing algorithm by Pearl for probability updating in multiply connected networks using the method of conditioning; and (2) the Lauritzen-Spiegelhalter algorithm for local probability computations on graphical structures. The characteristics of both algorithms are analyzed and their specific applications and time complexities are shown. lications and time complexities are shown.
Author
Ingo A. Beinlich and Henri Jacques Suermondt and R. Martin Chavez and Gregory F. Cooper +
Has author
Ingo A. Beinlich and Henri Jacques Suermondt and R. Martin Chavez and Gregory F. Cooper +
Has identifier
The ALARM Monitoring System: A Case Study with Two Probablistic Inference Techniques for Belief Networks +
Institution
Knowledge Systems, AI Laboratory +
Ksl tr id
The ALARM Monitoring System: A Case Study with Two Probablistic Inference Techniques for Belief Networks +
Number
The ALARM Monitoring System: A Case Study with Two Probablistic Inference Techniques for Belief Networks +
Process note
YES +
Categories KSL Technical Report +, Publication +, Technical Report +
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