- AC2 , provides graphical tools for data preparation and builing decision trees.
- Alice d′Isoft 6.0 , a streamlined version of ISoft′s decision-tree-based AC2 data-mining product, is designed for mainstream business users.
- C5.0/See5 , constructs classifiers in the form of decision trees and rulesets. Includes latest innovations such as boosting.
- CART 5.0 decision-tree software , multiple winners of KDD Cup. Advanced facilities for data mining, data pre-processing and predictive modeling including bagging and arcing.
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Compumine Rule Discovery System , has a complete coverage of rule-based predictive modeling methods for both classification and regression, with a user-friendly interface.
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DrawBTree , Binary Decision Tree flowcharting software, as well as examples of how these flowcharts are used in documents.
- DTREG , generates classification and regression decision trees; finds optimal tree size; supports variable costs, priors and variable weights. Download free demo version.
- Decisionhouse , provides data extraction, management, pre-processing and visualization, plus customer profiling, segmentation and geographical display.
- Fair, Isaac Model Builder for Decision Trees , advanced tree-building software that leverages your data and your business expertise to guide you in strategy development.
- KnowledgeSEEKER , high performance interactive decision tree analytical tool.
- Neusciences aXi.DecisionTree , ActiveX Control for building a decision tree. Handles discrete and continuous problems and can extract rules from the tree.
- PolyAnalyst , includes an information Gain decision tree among its 11 algorithms.
- Purple Insight MineSet , offering decision trees and other classification methods.
- Shih Tree Builder , Classifier/regression/probability tree, manual/automatic split, pruning, priors, misclassification costs, train/test parallel monitoring, mixed algorithms, exhausitive search of possible splits.
- SPSS AnswerTree , easy to use package with CHAID and other decision tree algorithms. Includes decision tree export in XML format.
- XpertRule Miner (Attar Software), provides graphical decision trees with the ability to embed as ActiveX components.
- C4.5 , the "classic" decision-tree tool, developed by J. R. Quinlan, (restricted distribution).
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BTreePseudo , pseudo-code for a decision-tree program.
- Classification Tree in Excel , from Angshuman Saha
- DM-II system , includes CBA for classification based on associations, and many more features.
- GAtree , genetic induction and visualization of decision trees (free and commercial versions available).
- IND , provides Gini and C4.5 style decision trees and more. Publicly available from NASA but with export restrictions.
- LMDT , builds Linear Machine Decision Trees (based on Brodley and Utgoff papers).
- Mangrove , a tool for visualization of decision tree learning,
- OC1 , decision tree system continuous feature values; builds decision trees with linear combinations of attributes at each internal node; these trees then partition the space of examples with both oblique and axis-parallel hyperplanes.
- ODBCMINE , analyzes ODBC databases using C4.5, and outputs simple IF..ELSE decision rules in ascii.
- PC4.5 , a parallel version of C4.5 built with Persistent Linda (PLinda) system.
- SMILES , advanced decision tree learner, with new splitting criteria, non-greedy search, extraction of different solutions, boosting, cost-sensitive learning, and more.
- Random forests from Leo Breiman , a combination of tree predictors such that each tree depends on the values of a random vector sampled independently and with the same distribution for all trees in the forest.
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