Getting Started with Classification

This tutorial shows how to create a new Classification run in GeneXproTools, starting with a hands-on approach to classification. It covers all the basic steps from loading data to making predictions with a model. We also show how to adjust some basic learning parameters, choose the function set and model architecture, the fitness function and the learning algorithm, and also talk about key evolutionary strategies for the design of accurate nonlinear classifiers...

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Getting Started with Logistic Regression

This tutorial covers the fundamental steps in the creation of nonlinear logistic regression models in the Logistic Regression Platform of GeneXproTools. It starts with a quick hands-on introduction to get you started, followed by a more detailed overview of the fundamental tools you can explore in GeneXproTools to create very good predictive models that accurately explain your data...

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Logistic Regression Analytics Platform

This tutorial introduces the innovative Logistic Regression Framework of GeneXproTools. This powerful modeling framework builds on the models it generates with its evolutionary algorithms, creating an extremely robust hybrid system where standard logistic regression techniques are used to estimate probabilities for each model score...

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Getting Started with Regression

This tutorial shows how to create a new Regression run in GeneXproTools, starting with a hands-on approach to nonlinear regression. It covers all the basic steps from loading data to making predictions with a model. We also show how to adjust some basic learning parameters, choose the function set and model architecture, the fitness function and the learning algorithm, and also talk about key evolutionary strategies for the design of accurate nonlinear regression models...

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Getting Started with Time Series Prediction

This tutorial covers the fundamental steps in the creation of nonlinear time series prediction models in the Time Series Prediction Platform of GeneXproTools. The successful creation of predictive models requires the use of very sharp modeling tools and in this tutorial we’ll cover the most important ones...

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Getting Started with Logic Synthesis

Sum-of-products and product-of-sums expressions are common solutions to Boolean problems, but often they are far from parsimonious solutions. On the other hand, limiting oneself to the use of just AND-OR-NOT might not be the right approach to finding good solutions to more complex problems. With GeneXproTools you can use an extremely wide spectrum of logical functions (a total of 258 built-in functions plus all kinds of user defined functions) to design and minimize your logic circuits...

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What is GEP?

Gene Expression Programming (GEP) is the learning algorithm behind GeneXproTools and what it learns specifically is about relationships between the variables or attributes in datasets and then builds models to explain them...

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Karva Notation: The Native Language of GeneXproTools

Karva notation is used internally by GeneXproTools as it allows the compact encoding and fast expression of complex models. And although very simple to understand, you don't actually have to know it in order to create models with GeneXproTools, as all the code generated by GeneXproTools in its native code is automatically converted into the most commonly used programming languages...

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External Custom Fitness

In this tutorial we show how to create an external Custom Fitness Function for GeneXproTools using Microsoft 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 programming language that supports the creation of COM components...

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DNA Microarrays: A Case Study

The great challenge in DNA microarrays problems consists in finding the genes that are relevant to a particular disease or cell state among of thousands of other genes. And thinking of genes as variables, for tackling these problems successfully, in an ideal world one would have required about an order of magnitude more records of patients...

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How to Create a Mini Cluster with GeneXproServer

In this tutorial we show how to create a simple clustering solution that allows the creation of parallel runs with GeneXproServer across a cluster of Windows computers...

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