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Our team of experts is ready to help solve your data mining
problems.
Data Mining Services
If you have a one-time modeling, classification or prediction
problem or if you just want to learn how to get the most out
of your data, our data mining service may be what you are
looking for. Based on a non-disclosure agreement, you send
us your data and you will quickly get back a set of models
that:
- are composed of relevant inputs. Our algorithms
automatically select important inputs during self-organization
of models.
- describe your data appropriated. Based on the data's
noise level, e.g., we decide which algorithms are suited
to model the data. Self-organising data mining not just
only models the input-output behavior like common Neural
Networks do, but they also always provide a corresponding
explanation of the data. This can be:
- regression models of static systems y=f(x)
or dynamic systems y=f(x, t)
- fuzzy/logic IF-THEN rules composed of linguistic
variables and AND, OR, NOT operators describing static
or dynamic systems
- similar patterns/cases for prediction or classification
problems identifying similarities in the data
- cluster of similar data samples or variables
- generalize well on new data. Our self-organizing
modeling technologies have a built-in mechanism that generate
optimal complex models to avoid overfitting with respect
to the data's noise level and the information used to train
the models. On a most possible likelihood, this ensures
that the generated models also do well on new data.
- are bundled to a combined solution. Usually, a
model is a simplified, one-sided reflection of reality only.
Combining different models from different data mining technologies
can result in more certain and more robust object description.
Therefore, we will give you a bundle of self-organized models
into your hands.
Results and models will be summarized in a report and will
become your property. Interpretations, suggestions, and conclusions
of the results are not included in the data mining service.
Check out full-service consulting for this.
Full-Service Consulting
If you are interested in a more complete project, including
data preprocessing, feature extraction, data mining, interpretation
and implementation of generated models, or even programming,
email us for our consulting
service.
Our Consulting Staff
Prof. Dr. Johann-Adolf Müller
- more than 20 years of experience in inductive modeling
and simulation of complex systems
- author of many papers and books on self-organizing modeling
including "Self-Organising Data
Mining" book
- runs several workshops on application of self-organizing
data mining in economy and ecology using KnowledgeMiner
and other DM tools
- visiting professor at the Chengdu University of Sciences
and Technology, China
Prof. Dr. Aleksey G. Ivakhnenko
- developed the Group Method of Data Handling (GMDH) in
1968, an advanced Statistical Learning Network approach
based on inductive self-organisiation. It has been adapted
and improved by renowned scientists from the USA (Barron,
Elder, e.g.), Japan (Kondo, Tamura, Sugeno), China (Wang),
and several European countries.
- corresponding member of the National Academy of Sciences
of Ukraine. Advisor of the Control Systems division of the
famous Glushkov Institute of Cybernetics.
- author of about 15 monographs and 300 papers on mathematical
modeling and pattern recognition of complex systems
Frank Lemke
- developer of the KnowledgeMiner software
- author of several papers and the "Self-Organising
Data Mining" book
- consulting experience in self-organizing data mining technologies
for several years including Self-organizing Networks of Active Neurons, Nets of Active Neurons,
self-organizing Fuzzy Rule Induction, Analog Complexing
pattern recognition for forecasting, classification and
clustering.
- contributing to several research projects funded by the European Commision on toxicity modeling and prediction of environmental pollutants.
- application of multileveled self-organization to high-dimensional modeling problems in biotechnology and life sciences.
Julian Miller
- Managing Director of Script Software International
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