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:

1. are composed of relevant inputs. Our algorithms automatically select important inputs during self-organization of models.
2. 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
3. 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.
4. 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

• 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.

• Managing Director of Script Software International