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5 L INTRODUCTION 6 2. ARTinCIAL NEURAL NETV/ORKS 8 2.L ANN Models 8 2.2. Introduction to Artificial Neural Networks 8 3. ERROR PREDICTION ON A GENERALIZER 13 3.1. Stacked Generalization 13 3.2. Error Prediction with Cross Validation Partition Criterion (CVPC) 14 3.3. Error Prediction with Bootstrap Partition Criterion (BPC) 17 3.4. Error Prediction with Modified Bootstrap Partition Criterion (MBPC) 18 4. METHOD OF SOLUTIONS 20 5. RESULTS OF THE RESEARCH 26 6. CONCLUSIONS 37 ACKNOWLEDGMENTS 38 REFERENCES 39 PAPER H: ERROR ESTIMATION BY SERIES ASSOCIATION FOR ARTIFICIAL NEURAL NETWORK SYSTEMS 43

Reliability assessment of nuclear power plant fault-diagnostic systems using artificial neural networks