| Directory > Computers > Software > Databases > Data Mining > Public Domain Software The PNC2 Rule Induction System
Windows software tool that induces rules using the PNC2 cluster algorithm. An integrated parameter
tuning component allows an easy adjustment of the algorithm's behaviour to the given problem
without any further knowledge. [Gnu GPL]
http://www.newty.de/pnc2/index.html
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Frequent Pattern Mining Implementations
Frequent itemset and association rule mining implementations (C++) such as Apriori, Eclat and
FP-growth.
http://www.cs.helsinki.fi/u/goethals/software/
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PAFI - Pattern Finding Toolkit
A freely available software toolkit for finding frequent patterns in diverse datasets. It contains
highly efficient algorithms for finding patterns in transactional, sequential, and graph datasets.
http://www.cs.umn.edu/~karypis/pafi/
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ECOBWEB - Concept Formation Program
Source code for program for creation of hierarchical classification trees. Information about
implementations, documentation, and related research papers.
http://or.eng.tau.ac.il/topics/ecobweb.html
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XELOPES Data Mining Library
Platform- and data-source-independent library for embedded data mining based on the CWM/OMG and
other data mining standards. XELOPES-Java algorithms: SVMs, market basket analysis, sequence
analysis, decision trees, cluster analysis, multidimensional grouping. XELOPES-C++ algorithms:
SVMs, decision trees. [GPL]
http://www.prudsys.com/Produkte/Algorithmen/Xelopes/
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Visual Basic Data Mining .Net
Data Mining applications developed with Visual Basic or the .NET Framework by Kingsley Tagbo,
including Naive Bayes Classifiers. Site provides public domain data mining applications with source
code and online documentation. The latest release as of October 2002 is 'Visual Basic Data Mining
With Naive Bayes' and '.NET Data Mining With Naive Bayes'.
http://www.visual-basic-data-mining.net
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Shih Tree Builder
Modelling tool that analyzes data generating classification, regression or class probability
prediction models.
http://www.shih.be/
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Classification Tree in Excel
A small Excel based freeware to build Classification Tree models in Excel. Uses C4.5 algorithm.
Very easy to learn and use - but capability is limited.
http://www.geocities.com/adotsaha/CTree/CtreeinExcel.html
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DeFindIt Analysis and Reporting
Open source software for extraction and reporting using a powerful template tool. Deft combines
declarative concepts of SQL with all of Perl's features. Requires Linux and Perl
http://defindit.com/
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AutoClass C - General Information
An unsupervised Bayesian classification system that seeks a maximum posterior probability
classification.
http://ic-www.arc.nasa.gov/ic/projects/bayes-group/autoclass/autoclass-c-program.html
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Discovery of Multivalued Dependencies from Relations
Includes source code, related papers and associated projects.
http://www.cs.bris.ac.uk/~flach/mdep/
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WinMine Toolkit Home Page
By David Chickering at Microsoft Research. The WinMine Toolkit is a set of tools for Windows
2000/NT/XP that allow you to build statistical models from data. The majority of the tools are
command-line executables that can be run in scripts.
http://research.microsoft.com/~dmax/winmine/tooldoc.htm
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DMTools
Written in Python, the toolbox handles caching of database queries and parallelism within a
collection of independent queries. Our toolbox provides a number of routines for basic data mining
tasks on top of which the user can add more functions - mainly domain and data collection dependent
- for complex and time consuming data mining tasks. GNU/GPL. From the Computer Sciences Laboratory
of The Australian National University
http://cslab.anu.edu.au/ml/dm/dm_software.html
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QuickMiner
Open Source creation of a data mining C++ procedure library. Initially focused on mining
generalised association rules and generalised sequential patterns
http://quickminer.sourceforge.net/
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CLUTO - Clustering Toolkit
A freely available software toolkit for clustering low- and high-dimensional data sets. It is
well-suited for clustering data sets arising in many areas including information retrieval,
customer purchasing transactions, science, and biology.
http://www.cs.umn.edu/~karypis/cluto
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Data-Miner Software Kit
Collection of standalone data mining programs, available as scripts or Java programs. Contains
information for downloading, installation, data preparation, and operating instructions.
Supplementary to the book titled Predictive Data Mining - A Practical Guide.
http://www.data-miner.com/dmsk.html
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Machine Learning Library in C++
MLC++ is a standard C++ library for supervised machine learning, with back-end and front-end tools
for data mining tasks like Decision Trees, and Clustering. Information on legal issues, mailing
lists, history, standards, platform support, and download instructions.
http://www.sgi.com/tech/mlc/
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StatLib - XlispStat Archive
Environment for statistical computing and dynamic graphics based on Lisp. Contains contributed code
and submission instructions.
http://lib.stat.cmu.edu/xlispstat/
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FOIL and C4.5
Source code for decision tree algorithms from Ross Quinlan's homepage, available free for download.
http://www.cse.unsw.edu.au/~quinlan
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Association Rule Miner
Client-server Java based data mining software for mining association rules. Developed at University
of Massachusetts.
http://www.cs.umb.edu/~laur/ARMiner/
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Inducing Functional Dependencies from Relations
Includes source code, related research papers and associated work.
http://www.cs.bris.ac.uk/~flach/fdep/
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CART - Salford Systems
A decision tree tool that automatically sifts large, complex databases, searching for and isolating
significant patterns and relationships. Offers free limited capability demo for download, product
features, applications, user feedback, and associated books.
http://www.salford-systems.com/products-cart.html
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AC2 - Software Toolkit
A multi-lingual toolkit for various decision tree algorithms with C++ libraries. Available for free
download for a variety of platforms.
http://www.alice-soft.com/html/prod_ac2.htm
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ROSETTA
A Software system for data mining based on rough set theory. GUI based operation on MS Windows
platforms, with a wide variety of algorithms. Information on features, documentation, utilities,
and upcoming releases.
http://www.idi.ntnu.no/~aleks/rosetta/
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Tminer Personal Edition
Software suite which has algorithms for association rules, building classifiers, and clustering
data from relational database products using JDBC. References to related articles, and research
papers.
http://frontdb.ugr.es/research.htm
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Snob
Uses the Minimum Message Length (MML) principle to do mixture modeling. Mixture modeling concerns
modeling a statistical distribution by a mixture of other distributions, and is also known as
unsupervised concept learning in Artificial Intelligence. Links to related research papers and
software.
http://www.cs.monash.edu.au/~dld/Snob.html
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Model-Based Classification Software
Model based clustering and discriminant analysis, including hierarchical clustering and EM.
Developed at University of Washington.
http://www.stat.washington.edu/fraley/mclust/soft.shtml
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VisDB: A Visual Data Mining and Database Exploration System
The VisDB has been developed to support the exploration of large database. The VisDB system
implements several visual data mining techniques, allowing an exploration of large databases (up-to
about one million data values).
http://www.dbs.informatik.uni-muenchen.de/dbs/projekt/visdb/visdb.html
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XmdvTool Home Page
A public-domain software package for the interactive visual exploration of multivariate data sets.
It is available on all UNIX platforms which support XR4 or higher. The current version of the
software (3.1) supports scatterplots, star glyphs, parallel coordinates, and dimensional stacking.
http://davis.wpi.edu/~xmdv/
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Graf-FX
A Microsoft Access application designed to provide tools to explore your databases with graphs and
queries. It is also a quick way to generate/prototype Access Graphs without running the Wizards.
http://www.gr-fx.com/graf-fx.htm
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