An overview of the examples that come with the KnowledgeMiner software package. Each example file contains ready-to-use models for quick evaluation and testing. Download our free trial demo and try them out.

Chemistry/ Ecology

COD concentration Problem: Water pollution Task: Modeling, prediction Models contained: several GMDH (auto-regressive, static and dynamic input/ output models); system of equations (multi-output system); Analog Complexing; Fuzzy Rules Note: This document is used by the tutorial. Boiling Points Problem: Boiling points of gases Task: Modeling, prediction Models contained: Static input/ output and fuzzy models This document is referenced by the Easy Learning course. Earth Temperature Problem: Where is global temperature headed? Task: Modeling, prediction (7 years) Models contained: several Analog Complexing models; system of equations; fuzzy models Wine Recognition Problem: Funny wine recognition problem Task: Modeling, classification Models contained: GMDH and fuzzy model

Economy/ Finance

National Economy/USA Problem: Behavior of the U.S. macroeconomy Task: Prediction of 20 characteristics 2 quarters ahead Models contained: Dynamic, linear system of equations (20 output variables, 103 input variables) National Economy/Germany Problem: Behavior of the German macroeconomy Task: Prediction of 13 characteristics 2 years ahead Models contained: Dynamic, linear system of equations (13 output variables, 64 input variables) Energy Consumption China Problem: Energy consumption development Task: Prediction of 1 characteristics 4 years ahead Models contained: Autoregressive, static and dynamic input-output, linear system of equations (3 output variables, 8 input variables) Balance Sheet - Lufthansa Problem: Development of the company Task: Prediction of 13 balance sheet characteristics 1 year ahead based on 7 records only Models contained: Dynamic, linear system of equations (13 output variables, 25 input variables) Stock Index Prediction Problem: Financial markets prediction Task: 5-day prediction Models contained: System of equations; fuzzy models

Engineering

Challenger Space Shuttle O-Ring Problem: Extrapolation Task: Prediction of the O-rings failure probability at 31 degree Fahrenheit Models contained: Linear and nonlinear GMDH model Laser Problem: Time series prediction Task: One-step prediction Models contained: Nonlinear auto-regressive model Shuttle Landing Control Problem: Decision model generation Task: Modeling, classification Models contained: a fuzzy rule

Markets

Order and Delivery of Bread Problem: Market forecast Task: Prediction of both characteristics 10 weeks ahead Models contained: Auto-regressive; system of equations; Analog Complexing CPU Performance Problem: Comparision of several CPU vendors Task: Modeling Models contained: Linear and nonlinear GMDH models; fuzzy rules Market Analysis Computer Problem: Comparision of CPU prices Task: Modeling Models contained: Linear and nonlinear GMDH models; fuzzy rules Market Analysis Flats Problem: Comparision of various appartments Task: Modeling Models contained: Linear and nonlinear GMDH models; fuzzy rules

Mathematics

Logistic Function Problem: Functions identification Task: Prediction Models contained: auto-regressive GMDH Logic Problem: Functions identification Task: Modeling Models contained: Fuzzy models Noisy Logic Sample Problem: Functions identification Task: Modeling, classification Models contained: Fuzzy model XOR Problem Problem: Functions identification Task: Modeling Models contained: Nonlinear GMDH model; Fuzzy model

Medicine

Hepatitis Problem: Medical diagnosis Task: Modeling, classification Models contained: Fuzzy classification rule Cancer-stricken patients Problem: Medical diagnosis Task: Modeling, classification Models contained: Static input/ output model; fuzzy rules Heart Disease Problem: Medical diagnosis Task: Modeling, classification, analysis Models contained: Nonlinear static input/ output models

Sociology

1984 U.S. Congressional Voting Problem: Party affiliation Task: Modeling, Interpretation, classification Models contained: Fuzzy model Housing Boston Problem: Housing values Task: Modeling, Interpretation Models contained: Nonlinear GMDH model; Fuzzy model