CMSR Data Miner / Machine Learning Studio
Predictive Modeling by Machine Learning & Rule Engine & Data Mining

CMSR Data Miner / Machine Learning Studio (previously StarProbe Data Miner) provides an integrated environment for predictive modeling, expert system shell rule engine and data mining. CMSR is a perfect platform to develop advanced models using deep learning techniques for business data, combining predictive models and business rules. And deploy models on the web and Android devices.

Full predictive model development life cycle support: Data Analysis, Variable Relevancy Analysis, Data Transformation, Modeling, Model Integration, Model Validation & Fitness Testing, Database Updates, Model Deployment on the web and Android.

CMSR provides easy-to-use Graphical User Interfaces (GUI) with intuitive powerful model and data visualization tools. You can develop advanced powerful models very easily (without typing cranky commands and API parameters, except rules).

Ideal for large enterprises: Simple to deploy models on Rosella BI Web Server. Very fast! Rosella BI Server can process complex RME-EP model HTTP requests over 4,000 times per second on average dual core computers. (Note that performance can vary depending on neural network sizes.)

(1) Rule Engine for Machine Intelligence / Deep Learning / Expert Systems

  • RME-EP: Rule Engine with Machine Learning, Deep Learning, Neural Network
  • Easy to build "Deep Learning" hierarchically stacked multiple neural network models
  • Easy-to-use Machine Learning Studio
  • Combines rule engine and predictive modeling
  • Forward-chaining rule inference engine
  • Rules can be written to incorporate predictive models
  • Powerful easy-to-learn rule specification language (derived from SQL)
  • Can be used as data tranformation tools
  • Implement Radial Basis Function (RBF) using SOM and Neural Network models
  • Database scoring: Apply RME-EP models to database records
  • Models are deployed on Web and Android
  • Want to develop super intelligent models? Start with the example in this page and expand it!

(2) Predictive Modeling by Machine Learning

  • Neural Network: ANN Multi-layer Deep Neural Network
  • SOM: Self Organizing Maps for Clustering
  • Decision Tree (Crammer)
  • Regression
  • Rule-based predictive model integration
  • Correlation analysis for predictive modeling variable relevancy analysis
  • Database scoring: Apply predictive models to database records
  • Models are deployed on Web and Android

(3) Clustering and Segmentation: Customer Prioritizing and Targeting

  • Neural Clustering (SOM) with Response and Profit Modeling/Analysis
  • Decision Tree with Response and Profit Modeling/Analysis
  • Database scoring: Apply segmentation models to database records
  • For step-by-step guides for customer segmentation, prioritizing and targeting, please read Customer Prioritizing and Segmentation (PDF).

(4) Hotspot Drill-down and Profiling

  • Hotspot Drill-down Analysis and Profiling

(5) Cross-sell Analysis

  • Co-items Basket Analysis

(6) Data Mining and Statistics

  • Cross tables with deviation/hotspot analysis.
  • Groupby tables with trend analysis.
  • Power visual charts: 3D bars, bars, histograms, histobars, scatterplots, boxplots, and more.
  • SQL query/batch tools.

(7) Special Features

  • Connect to and update major relational DBMS through JDBC.
  • Data Miner optimized for MicroSoft MS SQL Server, MySQL, PostgreSQL, MS Office Access.
  • Deploy/publish predictive models on Android phones and Android tablets with MyDataSay app. For downloads, click here.
  • Database table import/export tools (Support character strings, integer and real numbers).
  • Super fast and Big data (up to 2 billion records).
  • Runs on multiple OS: Windows, Linux, Mac OS X / MacOS.
  • Large in-memory optimized for fast speed.

For 1 year free license downloads, please visit CMSR Download Request.
For free academic downloads, please visit CMSR Download Request.


MacOS Data Mining / Predictive Modeling Software

CMSR Data Miner is based on Java. It runs on Mac OS X / macOS seamlessly.


[ Screenshots of CMSR Data Miner ]

(For full view, click the images.)

For 1 year free license downloads, please visit CMSR Download Request.
For free academic downloads, please visit CMSR Download Request.


(Note that StarProbe data miner is replaced with CMSR Data Miner.)