| Description |
1 online resource : illustrations |
| Physical Medium |
polychrome |
| Description |
text file |
| Bibliography |
Includes bibliographical references and index. |
| Contents |
""Contents""; ""Preface""; ""Organization of the Chapters""; ""Intended Audience""; ""Resources for Readers""; ""About the Editor""; ""List of Contributors""; ""1. Introduction""; ""1.1 Historical Background of GMDH""; ""1.2 Basic GMDH Algorithm""; ""1.2.1 External criteria""; ""1.3 GMDH-Type Neural Networks""; ""1.4 Classification of GMDH Algorithms""; ""1.4.1 Parametric GMDH algorithms""; ""1.4.1.1 Multilayer GMDH""; ""1.4.1.2 Combinatorial GMDH""; ""1.4.1.3 Objective system analysis""; ""1.4.2 Non-parametric GMDH algorithms""; ""1.4.2.1 Objective cluster analysis (OCA)"" |
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""1.4.2.2 Analogue complexing (AC)""""1.4.2.3 Pointing finger clusterization algorithm""; ""1.5 Rationale for GMDH in C Language""; ""1.6 Available Public Software""; ""1.7 Recent Developments""; ""1.8 Conclusions""; ""References""; ""2. GMDH Multilayered Iterative Algorithm (MIA)""; ""2.1 Multilayered Iterative Algorithm (MIA) Networks""; ""2.1.1 GMDH layers""; ""2.1.2 GMDH nodes""; ""2.1.3 GMDH connections""; ""2.1.4 GMDH network""; ""2.1.5 Regularized model selection""; ""2.1.6 GMDH algorithm""; ""2.2 Computer Code for GMDH-MIA""; ""2.2.1 Compute a tree of quadratic polynomials"" |
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""2.2.2 Evaluate the Ivakhnenko polynomial using the tree of polynomials generated""""2.2.3 Compute the coefficients in the Ivakhnenko polynomial using the same tree of polynomials generated""; ""2.2.4 Main program""; ""2.3 Examples""; ""2.3.1 Example 1""; ""2.3.2 Example 2""; ""2.4 Summary""; ""References""; ""3. GMDH Multilayered Algorithm Using Prior Information""; ""3.1 Introduction""; ""3.2 Criterion Correction Algorithm""; ""3.3 C++ Implementation""; ""3.3.1 Building sources""; ""3.4 Example""; ""3.5 Conclusion""; ""References""; ""4. Combinatorial (COMBI) Algorithm"" |
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""4.1 The COMBI Algorithm""""4.2 Usage of the “Structure of Functions�""; ""4.3 Gradual Increase of Complexity""; ""4.4 Implementation""; ""4.5 Output Post-Processing""; ""4.6 Output Interpretation""; ""4.7 Predictive Model""; ""4.8 Summary""; ""References""; ""5. GMDH Harmonic Algorithm""; ""5.1 Introduction""; ""5.2 Polynomial Harmonic Approximation""; ""5.2.1 Polynomial, harmonic and hybrid terms""; ""5.2.2 Hybrid function approximation""; ""5.2.3 Need for hybrid modelling""; ""5.3 GMDH Harmonic""; ""5.3.1 Calculation of the non-multiple frequencies"" |
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""5.3.2 Isolation of significant harmonics""""5.3.3 Computing of the harmonics""; ""Appendix A. Derivation of the trigonometric equations""; ""A.1 System of equations for the weighting coefficients""; ""A.2 Algebraic equation for the frequencies""; ""A.3 The normal trigonometric equation""; ""References""; ""6. GMDH-Based Modified Polynomial Neural Network Algorithm""; ""6.1 Modified Polynomial Neural Network""; ""6.2 Description of the Program of MPNN Calculation""; ""6.2.1 The software framework (GMDH)""; ""6.2.2 Object-oriented architecture of the software framework"" |
| Local Note |
eBooks on EBSCOhost EBSCO eBook Subscription Academic Collection - North America |
| Subject |
GMDH algorithms.
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GMDH algorithms. |
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Self-organizing systems -- Data processing.
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Self-organizing systems -- Data processing. |
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C (Computer program language)
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C (Computer program language) |
| Genre/Form |
Electronic books.
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Electronic books.
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| Added Author |
Onwubolu, Godfrey C., editor.
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| Other Form: |
Print version: Onwubolu, Godfrey GMDH-Methodology and Implementation in C Singapore : Imperial College Press,c2014 9781848166103 |
| ISBN |
9781848166110 electronic book |
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1848166117 electronic book |
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9781848166103 |
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