Includes STATISTICA AXA, STATISTICA Automated Neural Networks (SANN) and the following techniques.
STATISTICA Data Miner contains the most comprehensive selection of data mining solutions on the market, with an icon-based, extremely easy-to-use user interface and deployment engine. It features a selection of automated and ready-to-deploy data mining solutions for a wide variety of business applications. At the same time, STATISTICA Data Miner is highly customizable and can be tailored to meet very specific and demanding analysis requirements through its open architecture.
- Machine Learning ( Bayesian, Support Vectors, Nearest Neighbor)
- General Classification/Regression tree models
- General CHAID models
- Interactive trees ( C&RT, CHAID)
- Boosted Tree Classifiers and Regression
- Random Forests for Regression and Classification
- Generalized Additive Models
- MARSplines ( Multivariate Adaptive Regression Splines)
- Generalized EM & k-Means Cluster Analysis
- Independent Components Analysis
- Association Rules
- Rapid Deployment of Predictive Models (PMML)
- Goodness of Fit, Classification, Prediction
- Combining Groups (Classes) for Predictive Data Mining
- Automatic Feature Selection
- Stochastic Gradient Boosted Trees
- Ensembles of Neural Networks
Add-ons | Detailed Information
Ads Ons
STATISTICA Text Miner is an optional extension of STATISTICA Data Miner. The program features a large selection of text retrieval, pre-processing, and analytic and interpretive mining procedures for unstructured text data (including Web pages), with numerous options for converting text into numeric information (for mapping, clustering, predictive data mining, etc.), language-specific stemming algorithms, and options to support other unstructured input (e.g., sound or image files).
Add-ons | Detailed Information
The STATISTICA Sequence, Association and Link Analysis (SAL) module is designed to address the needs of clients in retailing, banking and insurance, etc., industries by implementing the fastest known highly scalable algorithm with the ability to drive Association and Sequence rules in one single analysis. The program represents a stand-alone module that can be used for both model building and deployment. All tools in STATISTICA Data Miner can be quickly and effortlessly leveraged to analyze and "drill into" results generated via STATISTICA SAL.
- Uses a Tree-Building technique to extract Association and Sequence rules from data
- Uses efficient and thread-safe local relational Database technology to store Association and Sequence models
- Handles multiple response, multiple dichotomy and continuous variables in one analysis
- Performs Sequence analysis while mining for Association rules in a single analysis
- Simultaneously extracts Association and Sequence rules for more than one dimension
- Given the ability to perform multidimensional Association and Sequence mining and the capacity to extract only rules for specific items, the program can be used for Predictive Data Mining
- Performs Hierarchical Single-Linkage Cluster analysis which can detect the more likely cluster of items that can occur. This has extremely useful, practical real-world applications such as in Retailing
Add-ons | Detailed Information |
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