Data-Driven Modeling: Using MATLAB® in Water Resources and Environmental Engineering. 1st ed. 2014

種類:

電子ブック

責任表示:

by Shahab Araghinejad

出版情報:

Dordrecht : Springer Netherlands : Imprint: Springer, 2014

著者名:

• Araghinejad, Shahab.
• SpringerLink (Online service)

シリーズ名:

Water Science and Technology Library ; 67

ISBN:

9789400775060 [9400775067]    

注記:

Preface -- 1. Introduction -- 2. Basic Statistics -- 3. Regression Based Models -- 4. Time Series Modeling -- 5. Artificial Neural Networks -- 6. Support Vector Machines.- 7. Fuzzy Models -- 8. Hybrid Models and Multi Model Data Fusion -- Appendix -- Index.   .
“Data-Driven Modeling: Using MATLAB® in Water Resources and Environmental Engineering” provides a systematic account of major concepts and methodologies for data-driven models and presents a unified framework that makes the subject more accessible to and applicable for researchers and practitioners. It integrates important theories and applications of data-driven models and uses them to deal with a wide range of problems in the field of water resources and environmental engineering such as hydrological forecasting, flood analysis, water quality monitoring, regionalizing climatic data, and general function approximation. The book presents the statistical-based models including basic statistical analysis, nonparametric and logistic regression methods, time series analysis and modeling, and support vector machines. It also deals with the analysis and modeling based on artificial intelligence techniques including static and dynamic neural networks, statistical neural networks, fuzzy inference systems, and fuzzy r

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