Here you can find a short
overview of each example that comes with the KnowledgeMiner
package. Each example file contains ready-to-use models for
quick evaluation and testing.
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
This document is used intensively by the
AppleGuide based 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.
|
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)
|
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
|
Mathematics
Logistic Function
|
Problem: Functions identification
Task: Prediction
Models contained: auto-regressive
GMDH
|
Logic
|
Problem: Functions identification
Task: Modeling
Models contained: Fuzzy models
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Medicine
Hepatitis
|
Problem: Medical diagnosis
Task: Modeling, classification
Models contained: Fuzzy classification
rule
|
In the
Examples Collection
|
Biotechnology/ Medicine
Cancer-stricken patients
|
Problem: Medical diagnosis
Task: Modeling, classification
Models contained: Static input/ output
model; fuzzy rules
|
Chemistry/ Ecology
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/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)
|
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
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
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
|
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
|
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