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GeneXproTools
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GeneXproServer
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Gene Expression Programming
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Excel Worksheet with Deployed Model Embedded
Classification Framework – Run Panel
Logistic Regression Framework – Run Panel
Logistic Regression Framework – Logistic Fit Chart & Analysis
Data Panel – Variable Importance Chart
Logistic Regression – Classification Tapestry
Results Panel – Misclassification Highlighting
Time Series Prediction Framework – Predictions Panel
Nonlinear Regression Framework – Run Panel
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What is GeneXproTools?
>> Data Modeling Software for Windows
Innovative modeling software for students, educators, creative professionals & data buffs everywhere
>> Modeling Frameworks & Algorithms
Classification, logistic regression, regression, time series prediction, and logic synthesis
>> Easy Data Loading for
Categorical & Numerical Data
Load any kind of data from Excel, text files, databases and gep
files
>> Data Visualization & Analysis
Variable importance, outlier detection, error
analysis, histograms, summary statistics, and much
more
>> Sub-sampling Methods,
Including Bagging & Mini-Batch
Fast processing of large datasets using the new
mini-batch mode
>> Model Code
Generation
Automatic model code generation in 19
programming languages for easy external deployment
>> User Defined
Programming Languages
Model code in virtually any programming language through user defined grammars
>> Model Deployment &
Scoring
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
>> Real Time Model Design Visualization
Several curve fitting charts, ROC curve, confusion matrix, classification tapestry,
scatter plots, 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
very accurate models with great generalizability
>> User Defined Modeling Tools for Enhanced Experience
User defined grammars, math & logic functions, derived
variables, favorite statistics and fitness functions
>> Warm Start & Model Improvement / Refreshment
Old models can be used both for improvement and
to kick start the modeling process
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New in GeneXproTools 5.0
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>> Automatic
Processing of Categorical
& Missing Values
Throughout support for categorical
variables & missing values, from
data loading to model code
generation
>> Data
Partitioning
& Sub-sampling Methods
Easy dataset management inside
GeneXproTools for better model
design and testing
>> New Data Panel
for Variable & Record Analysis
Extensive variable & record
analyses, including variable
importance, error analysis,
regression analysis and
outlier detection & removal
>> New Visualization Tools
Scatter plots, residual plots,
histograms, ROC curve, classification tapestry,
several curve fitting charts, sorted line charts,
stacked distribution chart, and much
more
>> Error analysis
& Outlier Detection
Many tools for error analysis and outlier detection, including variable and record charts
and statistics
>> Over 100 New Fitness Functions
For more robust and accurate
regression models and classifiers
with wider margins and better generalizability
>> New
Tools for Creating Ensembles & Random Forests
Including new fitness functions,
subset selection strategies,
different bagging schemes, favorite
statistics for model selection and
new stop conditions
>> New
Genetic Operators & Modeling Strategies
New genetic operators and
modeling strategies for optimal
evolution, subset
selection, model fine-tuning and
constant fine-tuning
>> New
Charts for Model Visualization & Selection
New charts for model
visualization & selection in the
Run Panel, Results Panel and Data
Panel
>> New Logistic Regression Category
Complete integration of Logistic
Regression with dedicated fitness
functions, charts and code
generation, including raw model
output, probabilities
& predicted class
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Improved Model Code Generation
Improved model code
generation with probabilities,
predicted class and raw model output
for classification & logistic
regression models
>> New Programming Languages
New grammars to generate model code in R, Octave and Excel VBA
>> More
Variables and Unlimited Ensemble Size
More variables and unlimited
ensemble size for all GeneXproTools Editions
>> Ensemble Deployment without Models Embedded
New & faster data-only deployment mode
to Excel of large model random forests
>> Favorite
Statistics in all Categories
Favorite statistics for model selection
&
ensemble design, including AUC
ROC, maximum likelihood, F1 measure, correlation coefficient,
R-square, RMSE, MAE,
and many more
>> And Much More
Speed-ups, new linking functions,
evolvable rounding thresholds, new and better charts,
adjustable parsimony pressure &
variable pressure, and much
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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Regression Software
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Much more than the simple multilinear 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
forecasting models from univariate time series data
but also recursive prediction. Time series data can also be modeled
using the nonlinear regression techniques of
the
Regression 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
all kinds of logic circuits no matter the
gates used to build them.
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Add-on to GeneXproTools 5.0 – GeneXproServer 5.0
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>> Multicore Batch Processor of GeneXproTools Runs
Design and manage thousands of models created with different datasets and parameters
>> Workflow & Job Definition Files
Start 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
>> GeneXproServer API
Create complex workflows and create models directly from your code
>> Automated Forecasting
Generate automatic forecasts either from code or with job definitions
>> 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 5.0 before purchasing GeneXproServer
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Time Limited Trial
Try GeneXproTools for free for 30 days!
Read more...
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Academic licenses of all GeneXproTools editions
are available at a discount for education institutions
& students.
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Bundles of GeneXproTools & GeneXproServer are available at a discount price
for all editions of GeneXproTools, including academic editions.
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Subscribe to the GEP-List
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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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"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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"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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"As a professional software developer, I could have attempted
to read up on all the latest developments in the field of
evolutionary programming and start writing my own modeling tools.
One look at the GeneXproTools demo, however, was enough to convince me
of the absurdity of that thought. Not only does GeneXproTools have
all the power that I would ever need, but it also allows me to customize
all parts of the modeling process. I don't have to know the first thing
about evolutionary algorithms and yet I can write my own grammars or
fitness functions if I wanted to. It is obvious that a huge amount of work
went into the making of GeneXproTools, and I am now a very happy customer.
Keep up the great work, Gepsoft!"
Glenn Lewis
Software developer, USA
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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 the new version, which allows more independent
variables, fitness functions and unlimited records, 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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"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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"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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