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CLUSTERTECH offers consulting on using explicit statistical and artificial intelligence techniques for data modeling. Often, the challenge for successful data modeling is not in identifying the right software package to use but in identifying a company with the right skills to do the R&D.
CLUSTERTECH works with its clients to understand the domain-specific characteristics of their problem before embarking on numerical experiments that can span a wide spectrum of modeling techniques. An explicit statistical model may be more suitable for a government department trying to model the behavior of users of its services, while a credit card company may find that artificial neural networks can better capture the characteristics of users close to default. Our consulting services include data cleaning and warehousing, R&D on the applicability of various models to the problem at hand and the design and implementation of turnkey solutions.
Modeling techniques we used in past projects includes:
- Classical Statistical Modeling
- Artificial Neural Network
- Support Vector machine (SVM) for classification and non-linear regression
- Decision Tree
- Logistic Regression
- IGARCH model
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