From Rumelhart (1977) "Toward Interactive Model of Reading"
Graphical Models Battery Age Alternator Fan Belt Charge Delivered Battery Fuel Pump Starter Fuel Line Distributor Gas Battery Power Spark Plugs Gauge Radio Lights Engine Turn Over Engine Start
Graphical Models Battery Age Alternator Fan Belt Charge Delivered Battery Fuel Pump Starter Fuel Line Distributor Gas Battery Power Radio Lights Battery Power Lights Gas ONGauge OFF OK . 99 Engine Turn Over Spark Plugs . 01 WEAK . 20 . 80 DEAD 0 1 Engine Start
Graphical Models Battery Age Alternator Fan Belt Charge Delivered Battery Fuel Pump Starter Fuel Line Distributor Gas Battery Power Spark Plugs Gauge Radio Lights Engine Turn Over Engine Start
Belief Propagation
Belief Propagation
Belief Propagation: What if there are loops? ? ?
Belief Propagation: What if there are loops?
APPLICATIONS OF BAYESIAN NETWORKS 1. 2. 3. 4. 5. 6. 7. 8. 9. 10. 11. 12. 13. 14. 15. 16. 17. 18. 19. Medical Diagnosis Clinical Decision Support Complex Genetic Models Crime Risk Factors Analysis Spatial Dynamics in Geography Inference Problems in Forensic Science Conservation of a Threatened Bird Classifiers for Modelling of Mineral Potential Student Modelling Sensor Validation An Information Retrieval System Reliability Analysis of Systems Terrorism Risk Management Credit-Rating of Companies Classification of Wines Pavement and Bridge Management Complex Industrial Process Operation Probability of Default for Large Corporates Risk Management in Robotics