|
PureBytes Links
Trading Reference Links
|
http://www.kdnuggets.com/
All of the hundreds of software "titles" listed below are links.
Lots of free stuff.
Enjoy
Walter
============================================================
Siftware: Tools for Data Mining and Knowledge Discovery
Path: KDNuggets Home : Siftware
Last update: March 23, 1999
----------------------------------------------------------------------------
----
Please email to editor@xxxxxxxxxxxxx any comments. To add your tool to this
catalog, please email tool name, status (com or pub), web site, the tool
type (Suite, Classification, Clustering, etc... as specified below), and a
brief description of the tool.
----------------------------------------------------------------------------
----
Tool Types:
Suites - tools handling multiple discovery tasks
Classification - predicting an item class based on historical data
Method: Multiple | Decision tree | Rules | Neural network | Bayesian |
Rough sets | Genetic | Nearest Neighbour | Fuzzy
Estimation and Regression - estimating a continuous value
Clustering - finding groups of related items
Link Analysis - finding links or dependencies
Associations and Market-Basket Analysis -- finding associations (without a
specific target class)
Sequential Patterns
Visualization
Statistics
Text Mining
Web Mining
Deviation Detection
Summarization
Data Cleaning and Transformation
Dimensional Analysis
----------------------------------------------------------------------------
----
The public domain, shareware, and research prototype systems are marked as
(pub). They are usually freely available for research use (some may have
restrictions for commercial use) but have limited (or no) support and may be
buggy. Commercial systems (indicated as com) are not free, but come with
support.
----------------------------------------------------------------------------
----
Suites:
pub: DBMiner, Emerald, MLC++, MOBAL, Superinduction, TOOLDIAG, Weka
2.2
com: Clementine,
Darwin, DataDetective, DataEngine 2.1, Data Miner Software Kit,
Datasage, Delta Miner,
GainSmarts,
Hyperparallel file://Discovery,
IBM Intelligent Miner for Data, IDIS Data Mining Suite, INSPECT,
K-wiz, Kepler, Knowledge Studio,
Magnify PATTERN,
NeoVista, Nuggets,
ORCHESTRATE,
Partek, Pilot Discovery Server, Polyanalyst Family (Pro, Power, Knowledge
Server), PRW and Model 1 family,
SAS Enterprise Miner, SGI MineSet, SPSS, SRA KDD Toolset,
Xpertrule Miner 4.0
Zoom 'n View
----------------------------------------------------------------------------
----
Classification:
Multiple approaches:
pub: MLC++, JAM , SIPINA-W 2.0 ,
ROC Convex Hull Program for comparing classifiers
com: Clementine, Darwin, DecisionHouse, Knowledge Studio, ModelQuest,
Previa Classpad,
Decision-tree approach:
pub: LMDT, OC1, PC4.5, SE-Learn
com: AC2, Alice d'Isoft, Business Miner, C4.5, C5.0, CART, Cognos
Scenario, Decisionhouse, IND v2.0, KATE-tools, KnowledgeSEEKER,
Preclass, SPSS AnswerTree, Xpertrule Miner 4.0
Rule Discovery approach:
pub: Brute , CBA , CN2 , DBMiner,
DBPredictor, FOIL , KINOsuite-PR, MLC++ , RIPPER
com: AIRA, Datamite, Data Surveyor, SuperQuery, WINROSA, WizWhy
Neural network approach:
pub: Neural Network FAQ free software (39), NEuroNet site
com: EMSL List of Commercial NN tools (58), Neural Network FAQ list (37),
4Thought, BrainMaker, DB Prophet, INSPECT, MATLAB NN Toolbox,
ModelQuest, NeuralWorks Predict, NeuralWorks Professional II/PLUS,
NeuroSolutions, Proforma, PRW, SPSS Neural Connection 2
Bayesian:
pub: A catalog of Software for Belief Networks (11 pub, 8 com)
BAYDA 1.0, Belief Network Constructor 2.0b, JavaBayes, Microsoft MSBN,
RoC (Robust Bayesian Classifier) v 1.0, for MS Windows 9x/NT
com: Analytica, AT-Sigma Data Chopper, BMR, Ergo, Hugin, Netica,
TETRAD II
Rough Set approach:
pub: Grobian, Rosetta, Rough Enough,
com: Datalogic, K-DYS
Genetic Programming approach:
pub: GNU Evolver
com: Evolver, OMEGA
Nearest Neighbour approach:
pub: MLC++ , PEBLS , TiMBL 2.0
Fuzzy Logic approach:
pub: Lamda2
com: RuleMiner
----------------------------------------------------------------------------
----
Estimation and Regression:
pub: AutoFit ,
com: Cubist , KnowledgeMiner , Previa
----------------------------------------------------------------------------
----
Clustering:
pub: Autoclass C, ECOBWEB, Fast Fuzzy Cluster, MCLUST/EMCLUST , Snob
com: ACPro, Autoclass III, COBWEB/3, ClustanGraphics3, CViz Cluster
Visualization, Darwin, SOMine
----------------------------------------------------------------------------
----
Link Analysis:
pub: A catalog of Software for Belief Networks (11 pub, 8 com)
Claudien, FDEP,
----------------------------------------------------------------------------
----
Associations and Market Basket Analysis:
com: IBM Intelligent Miner for Data, SGI MineSet, Xpertrule Miner 4.0
----------------------------------------------------------------------------
----
Sequential Patterns:
pub: WUM
com: Hyperparallel file://Discovery, IBM Intelligent Miner, Net-ID, SAS
Enterprise Miner, SRA KDD Toolset, NeoVista DecisionAR,
----------------------------------------------------------------------------
----
Visualization for Discovery:
pub: Graf-FX IRIS, VisDB, Xmdv
com: CViz Cluster Visualization, Daisy, DataScope, JWAVE, NETMAP,
SOMine, SphinxVision, Spotfire, Thinx, VDI Discovery for Developers,
Visual Insights, VisualMine, VRCharts, WinViz
----------------------------------------------------------------------------
----
Statistical and Scientific Visualization:
pub: MLC++, XGOBI
Olive, a great source of Visualization software (from Ben Shneiderman's)
com: CrossGraphs, Data Desk, DX: IBM Visualization Data Explorer , IDL,
Mathematica, PV-Wave, PVE, SPSS Diamond, STATlab
----------------------------------------------------------------------------
----
Statistics:
pub: MODSTAT, R (a clone of Splus), Web Pages for Statistical
Calculations, UCLA Stat page, XLISP-STAT
com: BBN Cornerstone , Data Desk, MATLAB, JMP, SAS, S/S-Plus, SPSS,
SPSS SYSTAT, SPSS SigmaStat, STATlab
----------------------------------------------------------------------------
----
Text Mining:
pub: CrossReader,
com: Aptex Software (part of HNC), Document Explorer, DS Dataset, IBM
Intelligent Miner for Text, Monarch, Semio, Text Analyst, TextSmart,
----------------------------------------------------------------------------
----
Web Mining: pub: Altavista Discovery
com: Xpertrule Miner 4.0
----------------------------------------------------------------------------
----
Deviation Detection:
com: Delta Miner, Kepler , Wizrule
----------------------------------------------------------------------------
----
Summarization: pub: Claudien, DBMiner, Emerald
----------------------------------------------------------------------------
----
Data Cleaning: pub: Survey Data Laundering
com: Ab Initio, Digital Archaeology Discovery SuiteT, Genio, NewView,
Relational Tools, Xpertrule Miner 4.0
----------------------------------------------------------------------------
----
Dimensional Analysis: com: ALEA, Cross/Z , DI-Diver , Essbase , Ant
Colony, Speedware Media
----------------------------------------------------------------------------
----
|