GMDH-Methodology and Implementation in MATLAB

Nonfiction, Computers, Database Management, General Computing, Programming
Cover of the book GMDH-Methodology and Implementation in MATLAB by Godfrey Onwubolu, World Scientific Publishing Company
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: Godfrey Onwubolu ISBN: 9781783266142
Publisher: World Scientific Publishing Company Publication: June 14, 2016
Imprint: ICP Language: English
Author: Godfrey Onwubolu
ISBN: 9781783266142
Publisher: World Scientific Publishing Company
Publication: June 14, 2016
Imprint: ICP
Language: English

Group method of data handling (GMDH) is a typical inductive modeling method built on the principles of self-organization. Since its introduction, inductive modelling has been developed to support complex systems in prediction, clusterization, system identification, as well as data mining and knowledge extraction technologies in social science, science, engineering, and medicine.

This is the first book to explore GMDH using MATLAB (matrix laboratory) language. Readers will learn how to implement GMDH in MATLAB as a method of dealing with big data analytics. Error-free source codes in MATLAB have been included in supplementary material (accessible online) to assist users in their understanding in GMDH and to make it easy for users to further develop variations of GMDH algorithms.

Contents:

  • Basic/Standard GMDH:

    • Introduction (Godfrey C Onwubolu)
    • GMDH Multilayered Algorithm (Godfrey C Onwubolu)
    • GMDH Multilayered Algorithm in MATLAB (Mohammed Abdalla Ayoub Mohammed)
  • Hybrid GMDH System:

    • GMDH-Based Polynomial Neural Network Algorithm in MATLAB (Elaine Inácio Bueno, Iraci Martinez Pereira and Antonio Teixeira e Silva)
    • Designing GMDH Model Using Modified Levenberg Marquardt Technique in Matlab (Maryam Pournasir Roudbaneh)
    • Group Method of Data Handing Using Discrete Differential Evolution in Matlab (Donald Davendra, Godfrey Onwubolu and Ivan Zelinka)

Readership: Professionals and students interested in data mining and analytics.
Key Features:

  • This is the only book that describes GMDH in MATLAB
  • Hybrids of GMDH are discussed
  • GMDH codes are made available to readers
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

Group method of data handling (GMDH) is a typical inductive modeling method built on the principles of self-organization. Since its introduction, inductive modelling has been developed to support complex systems in prediction, clusterization, system identification, as well as data mining and knowledge extraction technologies in social science, science, engineering, and medicine.

This is the first book to explore GMDH using MATLAB (matrix laboratory) language. Readers will learn how to implement GMDH in MATLAB as a method of dealing with big data analytics. Error-free source codes in MATLAB have been included in supplementary material (accessible online) to assist users in their understanding in GMDH and to make it easy for users to further develop variations of GMDH algorithms.

Contents:

Readership: Professionals and students interested in data mining and analytics.
Key Features:

More books from World Scientific Publishing Company

Cover of the book Cooperative Innovation by Godfrey Onwubolu
Cover of the book Order, Disorder and Criticality by Godfrey Onwubolu
Cover of the book Network Data Mining and Analysis by Godfrey Onwubolu
Cover of the book Computer Aided Design of Micro- and Nanoelectronic Devices by Godfrey Onwubolu
Cover of the book Active Control of Aircraft Cabin Noise by Godfrey Onwubolu
Cover of the book What It Takes to Thrive by Godfrey Onwubolu
Cover of the book Molecular Electronics by Godfrey Onwubolu
Cover of the book Problems Book for Probabilistic Methods for the Theory of Structures with Complete Worked Through Solutions by Godfrey Onwubolu
Cover of the book Bioevaluation of World Transport Networks by Godfrey Onwubolu
Cover of the book Drug Delivery Systems by Godfrey Onwubolu
Cover of the book Introduction to the Theory of the Early Universe by Godfrey Onwubolu
Cover of the book Probability and Random Number by Godfrey Onwubolu
Cover of the book Classical Dynamics by Godfrey Onwubolu
Cover of the book Handbook of Environment and Waste Management by Godfrey Onwubolu
Cover of the book Rational Function Systems and Electrical Networks with Multi-Parameters by Godfrey Onwubolu
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy