Robust Polynomial Neural Networks (RPNN), Inductive Genetic Programing, Abdunctive Networks and other GMDH algorithms for modeling or data mining (original) (raw)

1. Home
2. History
   • About the Author of Method
   • Biography of scientist Alexey Ivakhnenko (in ukrainian)
   • Article about A.G.Ivakhnenko (in ukrainian)
3. Description of the Group Method of Data Handling (GMDH)
   • List of problems solved by the approach
   • The "GMDH algorithms" and "algorithms of GMDH type"
   • FAQ: Frequently asked questions
     1. Sequence of the main Combinatorial algorithm computation
     2. Main theoretical results
4. GMDH algorithms
   • Combinatorial (COMBI) algorithm
   • Multilayered Iterative (MIA) algorithm
   • Objective Systems Analysis (OSA) algorithm
   • Analogues Complexing (AC) algorithm
   • Objective Computer Clusterization (OCC) algorithm
   • Probabilistic algorithm, based on the Multilayered Theory of Statistical Decisions (MTSD)
   • Twice-Multilayered Neural Nets with Active Neurons (TMNN)
   • Simplified Linear Programming (SLP) for Decision Support
   • Extended definition (regularization) of the optimal model
5. Examples of Applications
   • NY stock market indexes forecasting using TMNN
   • World dynamics indexes optimization by SLP
   • Prediction of stock market indexes by AC
6. Software
7. Current Questions and Solutions
8. References and Links
   Library: GMDH books, papers and software
   International Workshop on Inductive Modelling