Now with Ensemble Methods and Automated Model Deployment to Excel
The new version of GeneXproTools is here with many new features, such as automated
Model & Ensemble Deployment to Excel,
new and more powerful
Fitness Functions, new data and run visualization tools, support for the latest
Excel files in data entry, and many, many other improvements. Whatch the video below for
a demonstration of some of these new features then take a look at the list of new features,
download the demo to try them yourself,
and buy a license or upgrade to this latest version.
GeneXproTools is a
software package for different types of data modeling. It's an application not
only for specialists in any field but also for everyone, as no knowledge of
statistics, mathematics, machine learning or programming, is necessary.
GeneXproTools modeling frameworks include Function Finding (Nonlinear
Regression), Classification and Logistic Regression, Time Series Prediction and
Logic Synthesis. Using GeneXproTools
is as simple as loading your data, pressing a button to create models and deploy the models of your choice to Excel
or process them in GeneXproTools. You don’t need to know how to program because GeneXproTools covers all the aspects of the process. On the other hand, if you want to
fully explore GeneXproTools then we give you access to the internals of the application. And if you need to create models and integrate them with your
systems, then GeneXproTools lets you convert the models to sixteen mainstream programming languages
and you can even add support for your favorite language.
A hybrid algorithm that brings together the power of standard logistic regression and evolutionary modeling. The core models are created using nonlinear evolutionary techniques and, therefore, are usually much more accurate than the simple logistic regression model.
Also based on nonlinear methods and functions, the classification algorithms of GeneXproTools 4.0 can automatically find accurate decision boundaries to recognize the patterns in your data. And by combining different models, you can easily create model ensembles with as many models as you wish.
Much more than a simple, limited and predictable linear regression algorithm. And easy to use too as no knowledge of sophisticated linear algebra or advanced mathematics and statistics are required.
Allows not only the design of nonlinear models from univariate time series data but also recursive prediction. Multivariate time series can also be modeled using the nonlinear regression techniques of the Function Finding Framework.
A different approach to the automatic design and optimization of logic circuits, using all kinds of logic functions, including the basic Boolean functions of AND, OR, and NOT. It’s also an essential tool for simplifying logic expressions.
A batch processor of GeneXproTools 4.0 runs that can be integrated with different infrastructures and processes. It enables the design and management of hundreds or thousands of unique models created using different structures and datasets. Ideal for generating model ensembles.
Fully functional demo with several sample runs from all modeling categories so that you can explore all the features of GeneXproTools without restrictions. You can start new modeling sessions using the settings of your choice and then explore the generated code and the accuracy of the models, testing their predictive accuracy and also making predictions. You can also try GeneXproTools on your own data, although in this case the generated code can only be accessed upon purchase.
"I have been using GeneXproTools against a variety of drug research related problems and have found the GUI to be readily-usable and well-attuned to the stages of predictive modeling..."
Steven J Barrett, Ph.D
Principal Scientist New Applications Team
Data Exploration Sciences
GlaxoSmithKline
"Finally, a world class user interface in the field of genetic programming and evolutionary computation !! GeneXproTools is simply unrivaled in its marvelous user interface, the breadth of its Fitness Functions, the choice and flexibility in Math and Logic functions, the clarity of its final Model Presentation, and a built in panel for Scoring new data, right inside the interface. This kind of functionality and ease of use has never been seen before in the field of Genetic Programming. Additionally, Dr Ferreira’s specific methodology of Gene Expression Programming makes important contributions to the field of evolutionary computation, and the various algorithms she has developed and deployed inside of GeneXproTools are brilliantly conceived, and her methodologies evolve highly predictive models that solve real business problems. GeneXproTools is an extraordinary structural tour de force."
Brian C. Watt, CRM
Chief Risk Officer / Chief Financial Officer GECC Inc, USA
Function Finding Tutorial
covering all the steps of predictive modeling, from data loading to modeling strategies.
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What is GEP Tutorial
introduces the learning algorithms behind GeneXproTools: the basic Gene Expression Algorithm, a.k.a. Gene Expression Programming or GEP, and Gene Expression Programming with Random Numerical Constants (GEP-RNC).
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External Custom Fitness Tutorial
shows how to create an external Custom Fitness Function for GeneXproTools using Visual Basic 6.0, VB.NET and C#. Until now, to create custom fitness functions you had to be familiar with Javascript but now you can use the techniques in this article to create custom fitness functions in any language that supports the creation of COM components.
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