Excel Worksheet with Deployed Model Embedded
Classification Framework – Run Panel
Logistic Regression Framework – Run Panel
Logistic Regression Framework – Logistic Fit Chart & Analysis
Logistic Regression Framework – ROC Curve & Analysis
Logistic Regression Framework – Confusion Matrix
Expression Tree – Diagram Representation of Model Code
Time Series Prediction Framework – Predictions Panel
Nonlinear Regression Framework – Run Panel
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What is GeneXproTools?
>> Data Modeling Software for Windows
An app for everyone – no knowledge of statistics, math, machine learning or programming necessary
>> Modeling Frameworks & Algorithms
Classification, logistic regression, nonlinear regression, time series prediction, and logic synthesis
>> Model Code
Model code available in 16 programming languages for easy external deployment
>> User Defined Grammars
Model code in any programming language through user defined grammars
>> Model Deployment & Application
Immediate model scoring within GeneXproTools or elsewhere using the code of your choice
>> Automatic Model Deployment to Excel
Automatic deployment of models and ensembles with code in Excel VBA
>> Data Visualization & Analysis
Visualization and analysis of input data and model output for easy model validation and testing
>> Real Time Model Design Visualization
Several curve fitting charts, binomial fit charts, confusion matrix, classification tapestry, heatmap, and more
>> Workflow Can Be Really Fast & Easy…
Load training data, create a model with just a click, test it and then apply it
>> …But it Can Be Involved too
Hundreds of parameters to set and combine to create models with great generalizability
>> User Defined Modeling Tools for Enhanced Experience
User defined grammars, math & logic functions, derived features, and fitness functions
>> Warm Start & Model Improvement / Refreshment
Old models can be used both for improvement and quick starting the modeling process
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New in GeneXproTools 4.3
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>> Model Deployment to Excel
Saves time and resources in dealing with model source code
>> Ensemble Methods
Majority vote model for classification and average model for regression
>> New Visualization Tools
Classification tapestry, binomial fit charts, and sorted line charts
>> New Fitness Functions
For classifiers with wider margins and better exploration of the solution space
>> Multiple Unattended Runs
Multiple independent runs ideal for creating ensembles
>> New Model Management Tools
For selecting, keeping and combining only the models of interest
>> Decentralized Model Navigation
For scrolling through all your models from all analytics panels
>> And Much More
Speed-ups, improved confusion matrix and heatmap, and much more
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GeneXproTools Modeling Frameworks
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Logistic Regression Software
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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.
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Classification Software
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Also based on nonlinear methods and functions, the classification algorithms of GeneXproTools 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.
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Nonlinear Regression Software
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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.
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Time Series Prediction Software
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Allows not only the design of nonlinear models from univariate time series data
but also recursive prediction. Time series data can also be modeled
using the nonlinear regression techniques of
the Function Finding Framework of GeneXproTools.
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Logic Synthesis Software
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A different approach to the automatic design and optimization of logic circuits,
using all kinds of logical functions
(a total of 258 built-in
logical functions), including the
canonical Boolean functions AND,
OR, and NOT. It’s also an essential tool for simplifying logic circuits.
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Add-on to GeneXproTools 4.3 – GeneXproServer 4.3
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>> Batch Processor of GeneXproTools Runs
Design and manage hundreds of models created with different datasets and parameters
>> Workflow & Job Definition Files
Starts with an initial GeneXproTools run and an XML job definition file with the detailed job description
>> Job Output & Results
Job results are stored in XML format and can be easily read by your systems
>> Standalone & Add-on Installations
Besides the add-on installation it also contains an installer for deployment on multiple computers
>> License
You must own at least one license of GeneXproTools 4.3 before purchasing GeneXproServer
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Read more...
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Academic licenses both for the Professional Edition and Enterprise Edition of GeneXproTools are available for education institutions
& students.
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"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
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"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
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"GeneXproTools is being used to look at problems involving parasite populations,
where the data is highly skewed. The results using GeneXproTools are considerably
better than those obtained using conventional statistics."
Prof John Barrett
Head of the
Parasitology Group
University of Wales, UK
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"Gene Expression Programming, combined with GeneXproTools,
allow us here at Mercator GeoSystems to explore new and exciting
methods for spatially modelling the relationship between a company's outlets
and their customers. The GeneXproTools software is simple to use, well-designed and
very flexible. In particular the ability to load training data from a database,
and the option to create models in the programming language of our choice,
really make this product stand out. Product support is excellent and very
responsive - heartily recommended!"
Steve Hall
Mercator GeoSystems Ltd
United Kingdom
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"I’ve been working as a coastal engineer and mathematical modeler for more than
10 years and now I’m using GeneXproTools to discover complex nonlinear relations
that exist in hydraulic and wave processes. For example, GeneXproTools recently
helped me establish several explicit approximations to the Wave Dispersion Equation
and now, with my recent upgrade to version 4.0, which allows more independent
variables, fitness functions and unlimited samples, I plan to develop my own formulae
to evaluate the wave overtopping of breakwaters and seawalls. Thanks Gepsoft for
providing such an exciting, creative and useful software tool to the scientific community."
Ricardo Carvalho
PROMAN - Centro de Estudos & Projectos, SA
Lisbon, Portugal
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"We are using GeneXproTools for modeling the rainfall-runoff process and time series forecasting.
GeneXproTools has a nice graphical user interface system and a lot of flexibility in choosing
the type of input file. Configuring the problem setup, running and visualizing the
graphical outputs with GeneXproTools is indeed user friendly. Being able to get the final model
in the languages of our choice makes GeneXproTools stand out from other packages."
Professor S. Mohan
Professor & Head of the Department
Department of Civil Engineering
Indian Institute of Technology, Madras
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"GeneXproTools has been used to design tolerancing of electronic integrated chips
and has proven to be very successful. Obtained results have exceeded
our expectations. In comparison to other known methods GeneXproTools has showed high
accuracy and reliability. The unquestionable advantage of this software is its
flexibility. It can be easily tuned and customized to any optimization problem."
Lukasz Zielinski, Ph.D
Institute of Electronics
Silesian University of Technology, Poland
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