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- catalog abstract "This book presents a unified methodology for designing modular neural networks. A family of online algorithms for time series classification, prediction and identification are developed; and a rigorous mathematical analysis of their properties is provided. Case studies involving a number of real world problems are also presented. Finally, an overview of the modular neural networks literature, including coverage of theoretical and experimental analysis, is provided. Predictive Modular Neural Networks: Applications to Time Series is an important reference work for engineers, computer scientists, and other researchers working in time series analysis, neural networks, control engineering, data mining and other intelligent and decision support areas. The book will also be of interest to researchers in biological and medical informatics.".
- catalog contributor b11271480.
- catalog contributor b11271481.
- catalog created "c1998.".
- catalog date "1998".
- catalog date "c1998.".
- catalog dateCopyrighted "c1998.".
- catalog description "1. Introduction -- pt. I. Known Sources. 2. Premonn Classification and Prediction. 3. Generalizations of the Basic Premonn. 4. Mathematical Analysis. 5. System Identification by the Predictive Modular Approach -- pt. II. Applications. 6. Implementation Issues. 7. Classification of Visually Evoked Responses. 8. Prediction of Short Term Electric Loads. 9. Parameter Estimation for and Activated Sludge Process -- pt. III. Unknown Sources. 10. Source Identification Algorithms. 11. Convergence of Parallel Data Allocation. 12. Convergence of Serial Data Allocation -- pt. IV. Connections. 13. Bibliographic Remarks. 14. Epilogue. App. A. Mathematical Concepts.".
- catalog description "Includes bibliographical references (p. [283]-312) and index.".
- catalog description "Predictive Modular Neural Networks: Applications to Time Series is an important reference work for engineers, computer scientists, and other researchers working in time series analysis, neural networks, control engineering, data mining and other intelligent and decision support areas. The book will also be of interest to researchers in biological and medical informatics.".
- catalog description "This book presents a unified methodology for designing modular neural networks. A family of online algorithms for time series classification, prediction and identification are developed; and a rigorous mathematical analysis of their properties is provided. Case studies involving a number of real world problems are also presented. Finally, an overview of the modular neural networks literature, including coverage of theoretical and experimental analysis, is provided.".
- catalog extent "xi, 314 p. :".
- catalog identifier "0792382900 (acid-free paper)".
- catalog isPartOf "The Kluwer international series in engineering and computer science ; SECS 466".
- catalog issued "1998".
- catalog issued "c1998.".
- catalog language "eng".
- catalog publisher "Boston : Kluwer Academic Publishers,".
- catalog subject "006.3/2 21".
- catalog subject "Neural networks (Computer science)".
- catalog subject "QA76.87 .P44 1998".
- catalog tableOfContents "1. Introduction -- pt. I. Known Sources. 2. Premonn Classification and Prediction. 3. Generalizations of the Basic Premonn. 4. Mathematical Analysis. 5. System Identification by the Predictive Modular Approach -- pt. II. Applications. 6. Implementation Issues. 7. Classification of Visually Evoked Responses. 8. Prediction of Short Term Electric Loads. 9. Parameter Estimation for and Activated Sludge Process -- pt. III. Unknown Sources. 10. Source Identification Algorithms. 11. Convergence of Parallel Data Allocation. 12. Convergence of Serial Data Allocation -- pt. IV. Connections. 13. Bibliographic Remarks. 14. Epilogue. App. A. Mathematical Concepts.".
- catalog title "Predictive modular neural networks : applications to time series / by Vassilios Petridis and Athanasios Kehagias.".
- catalog type "text".