GeneXproTools - 数据建模与分析软件

GeneXproTools 是一款灵活的建模工具，专为 回归、逻辑回归、分类、时间序列预测和逻辑综合而设计。GeneXproTools易于使用，实际上就像导入数据然后单击按钮（开始按钮）来创建出色的模型一样简单。

GeneXproTools 有五个版本： Home、Standard、Advanced、Professional和 Enterprise。

GeneXproTools 可以处理包含数万个变量的数据集，并轻松提取特征及其关系。GeneXproTools 也是一个用户友好的应用程序，简化了对从原始文本文件到数据库和 Excel 电子表格的全部类型数据存储的访问。您无需了解全部编程语言即可创建准确的模型。GeneXproTools 提供必要的工具来清理和分析您的数据、处理您的数据集、生成模型、分析它们，然后使用其灵活的评分引擎将它们立即应用于任何新数据库。如果您想将生成的模型与其他应用程序集成。

将模型和集合部署到 Excel

GeneXproTools 可以将单个模型或模型集合部署到 Excel，自动生成用于分类和逻辑回归的多数投票和平均概率模型，以及用于回归和时间序列预测的平均和中值模型。

高品质模型

GeneXproTools 生成的模型同时准确并且具有很高的通用性。您可以使用 GeneXproTools 附带的 20 个样品运行或使用您自己的数据轻松了解这一建模工具的方法。您可以加载自己的数据并对其进行分析、创建模型并不受限地对其进行分析。

变量和记录

这个新版本的 GeneXproTools 可以处理任意数量的记录和变量，只受可用计算机资源的限制。实际上，现代计算机可以毫不费力地处理具有超过一两百万个单元的数据集，在这种情况下，使用默认设置每秒处理大约五代。新的文件格式可以在几秒钟内加载这么多的数据并有效地存储它。

易于使用

GeneXproTools 是市场上用户友好的预测建模工具，它隐藏了简单的向导和具有基本计算机知识的人都熟悉的概念背后的复杂性。由于 GeneXproTools 提供了跨不同研究领域的建模平台。

乍一看，GeneXproTools 是一个简单的数据建模应用程序。您可以在该级别使用它，并且仍然可以获得建模平台的全部好处。随着您对该工具的了解增加，您会发现很多提高工作效率并进一步改善结果的新方法。

如果您需要有关如何在您的领域使用 GeneXproTools 的更多信息，请联系我们 ，我们将与您一起确定 GeneXproTools 可以为您的工作或研究带来的用途和好处。

GeneXproTools 5.0的新功能

• 分类和缺失值的自动处理

从数据加载到模型代码生成，对分类变量和缺失值的支持

• 数据分区和子抽样方法

在GeneXproTools内方便管理数据集，以便更好的设计和测试模型

• 用于变量和记录分析的新数据面板

广泛的变量和记录分析，包括变量关键性、误差分析、回归分析和离群点检测与去除

• 新的可视化工具

散点图、残差图、直方图、ROC曲线、若干曲线拟合图、分类线图、叠加分布图等

• 误差分析和离群点检测

很多错误分析和离群点检测的工具，包括变量和记录图表和统计资料

• 超过100个新的适应度函数

用于更稳健、更准确的回归模型和分类器，具有更宽的边际和更好的通用性

• 创建集合体和随机森林的新工具

包括新的适配函数、子集选择策略、不同的装袋方案、用于模型选择的受欢迎的统计数据和新的停止条件

• 新的遗传算子和建模策略

新的遗传算子和建模策略，用于优化进化、子集选择、模型微调和恒定微调

• 用于模型可视化和选择的新图表

在运行面板、结果面板和数据面板中新增了模型可视化和选择的图表

• 新的Logistic回归类别

将逻辑回归与专用的适配函数、图表和代码生成的整合、包括原始模型输出、概率和预测类

• 改进的模型代码生成

改进的模型代码生成，包括分类和逻辑回归模型的概率、预测类别和原始模型输出

• 新的编程语言

新的语法可以在R、Octave和Excel VBA中生成模型代码

• 更多的变量和无限的集合规模

全部GeneXproTools版本都有更多的变量和无限制的集合规模

• 无模型嵌入的集合体部署

新的和更快的只是数据的大型模型随机森林的部署模式

• 全部类别中很喜爱的统计数据

用于模型选择和集合设计的受欢迎的统计数据，包括AUC ROC、F1测量、相关系数、R-square、RMSE、MAE等

• 还有更多

加速，新的链接函数，可进化的四舍五入阈值，新的和更好的图表，可调的解析压力和变量压力，以及更多的东西

【英文介绍】

Microsoft award winning GeneXproTools is an extremely flexible modeling tool designed for Regression, Logistic Regression, Classification, Time Series Prediction, and Logic Synthesis. GeneXproTools is very easy to use and and is in fact as easy as importing your data and then clicking a button (the Start button) to create a great model. GeneXproTools is available in five editions: Home, Standard, Advanced, Professional, and Enterprise. Academic Versions are also available at half price for education institutions and students.

GeneXproTools can process datasets with tens of thousands of variables and effortlessly extract the most significant features and their relationships. GeneXproTools is also a very user-friendly application simplifying the access to all types of data stores from raw text files to databases and Excel spreadsheets. You don't need to know any programming language to create powerful and accurate models. GeneXproTools provides all the necessary tools to clean and analyze your data, handle your datasets, generate models, analyze them and then apply them immediately to any new database using its flexible scoring engine. If you want to integrate the generated models with other applications, GeneXproTools lets you translate the code to up to 19 different programming languages (Ada, C, C++, C#, Excel VBA, Fortran, Java, JavaScript, Matlab, Octave, Pascal, Perl, PHP, Python, R, Visual Basic, VB.Net, Verilog, and VHDL).

Capabilities

Deployment of models and ensembles to Excel

GeneXproTools can deploy individual models or ensembles of models to Excel, with the automatic generation of the Majority Vote and Average Probability Models for Classification and Logistic Regression, and the Average and Median Models for Regression and Time Series Prediction.

High quality models

GeneXproTools generates models that are at the same time very accurate and have high generalizability. You can easily learn your way around this innovative modeling tool using the 20 sample runs that ship with GeneXproTools or by using your own data. With the 30-days Free Trial Demo you can load your own data and analyze it, create models and analyze them without restrictions, as the Demo is fully functional during the free trial period. After the trial period GeneXproTools remains fully functional for the sample runs, but blocks the opening and creation of new runs. The models created using your own data with the Free Trial Demo are unlocked as soon as you purchase a license of GeneXproTools. The application can work in demo mode indefinitely.

Unlimited variables and records

This new version of GeneXproTools can process any number of records and variables, limited only by the computer resources available. In practical terms a modern computer processes datasets with over one or two million cells effortlessly, processing, in this case, around five generations per second using the default settings. The new file format can load this amount of data in a few seconds and store it very efficiently.

Ease of use

GeneXproTools is the most user friendly predictive modeling tools in the market, hiding the complexity behind simple wizards and concepts familiar to anyone with basic computer knowledge. Around the world creative people with all levels of expertise are making groundbreaking discoveries and creating extraordinary new products because GeneXproTools provides a robust modeling platform across different research fields.

At first sight GeneXproTools is a surprisingly simple data modeling application. And you can use it at that level and still reap all the benefits of an innovative modeling platform. As your knowledge of the tool increases, you will find many new ways of increasing the effectiveness of your work and improve your results even further.

If you need more information on how to use GeneXproTools in your field, please contact us and we will work with you to determine the uses and benefits that GeneXproTools can bring to your work or research.