Data Mining Mehmed Kantardzic (good english books to read .txt) 📖

of artificial neural networks. The environment is available on Unix and Windows platforms.

TiMBL

Publisher: Tilburg University (http://ilk.uvt.nl/timbl/)

TiMBL is a publicly available software. It includes several memory-based learning techniques for discrete data. A representation of the training set is explicitly stored in memory, and new cases are classified by extrapolation from the most similar cases.

TOOLDIAG

Publisher: http://sites.google.com/site/tooldiag/Home

TOOLDIAG is a publicly available tool for data mining. It consists of several programs in C for statistical pattern recognition of multivariate numeric data. The tool is primary oriented toward classification problems.

Weka

Publisher: University of Waikato (http://www.cs.waikato.ac.nz/ml/weka/)

Weka is a software environment that integrates several machine-learning tools within a common framework and a uniform GUI. Classification and summarization are the main data-mining tasks supported by the Weka system.

Web Utilization Miner WUM

Publisher: http://hypknowsys.sourceforge.net/

WUM 6.0 is a publicly available integrated environment for Web-log preparation, querying, and visualization of summarized activities on a Web site.

A.5.2 Commercial Software WITH Trial Version

Alice d’Isoft

Vendor: Isoft (www.alice-soft.com)

ISoft provides a complete range of tools and services dedicated to analytical CRM, behavioral analysis, data modeling and analysis, Data Mining and Data Morphing.

ANGOSS’ suite

Vendor: Angoss Software Corp. (www.angoss.com)

ANGOSS’suite consists of KnowledgeSTUDIO® and KnowledgeSEEKER®. KnowledgeSTUDIO® is an advanced data-mining and predictive analy­tics suite for all phases of the model development and deployment cycle—profiling, exploration, modeling, implementation, scoring, validation, monitoring and building scorecards—all in a high-performance visual environment. KnowledgeSTUDIO is widely used by marketing, sales, and risk analysts providing business users and expert analysts alike with a powerful, scalable, and complete data-mining solution. KnowledgeSEEKER® is a single-strategy desktop or client/server tool relying on a tree-based methodology for data mining. It provides a nice GUI for model building and letting the user explore data. It also allows users to export the discovered data model as text, SQL query, or Prolog program. It runs on Windows and Unix platforms, and accepts data from a variety of sources.

Autoclass III

Vendor: www.openchannelsoftware.com/projects/AUTOCLASS_III/

Autoclass III is an unsupervised Bayesian classification system for independent data. It seeks a maximum posterior probability to provide a simple approach to problems such as classification, clustering, and general mixture separation. It works on Unix platforms.

BayesiaLab

Vendor: Bayesia (www.bayesia.com)

BayesiaLab is a complete and powerful data-mining tool based on Bayesian networks, including data preparation, missing values imputation, data and variables clustering, and unsupervised and supervised learning.

Data Applied

Vendor: Data Applied (http://data-applied.com)

Data Applied, offers a comprehensive suite of web-based data mining techniques, an XML web API, and rich data visualizations.

DataEngine

Vendor: MIT GmbH (www.dataengine.de)

DataEngine is a multiple-strategy data-mining tool for data modeling, combining conventional data-analysis methods with fuzzy technology, neural networks, and advanced statistical techniques. It works on the Windows platform.

Evolver™

Vendor: Palisade Corp. (www.palisade.com)

Evolver is a single-strategy tool. It uses genetic-algorithm technology to solve complex optimization problems. This tool runs on all Windows platforms and it is based on data stored in Microsoft Excel tables.

GhostMiner System

Vendor: FQS Poland (www.fqs.pl)

GhostMiner, complete data mining suite, including k-nearest neighbors, neural nets, decision tree, neurofuzzy, SVM, PCA, clustering, and visualization.

KXEN Analytic

Vendor: KXEN Inc. (www.kxen.com)

KXEN (Knowledge eXtraction ENgines), providing Vapnik SVM (Support Vector Machines) tools, including data preparation, segmentation, time series, and SVM classifiers.

NeuroSolutions

Vendor: NeuroDimension Inc. (www.neurosolutions.com)

NeuroSolutions combines a modular, icon-based network design interface with an implementation of advanced learning procedures, such as recurrent backpropagation and backpropagation through time, and it solves data-mining problems such as classification, prediction, and function approximation. Some other notable features include C++ source code generation, customized components through DLLs, a comprehensive macro language, and Visual Basic accessibility through OLE Automation. The tool runs on all Windows platforms.

Oracle Data Mining

Vendor: Oracle (www.oracle.com)

Oracle Data Mining (ODM)—an option to Oracle Database 11 g Enterprise Edition—enables customers to produce actionable predictive information and build integrated business intelligence applications. Using data-mining functionality embedded in Oracle Database 11 g, customers can find patterns and insights hidden in their data. Application developers can quickly automate the discovery and distribution of new business intelligence—predictions, patterns and discoveries—throughout their organization.

Optimus RP

Vendor: Golden Helix Inc. (www.goldenhelix.com)

Optimus RP, uses Formal Inference-based Recursive Modeling (recursive partitioning based on dynamic programming) to find complex relationships in data and to build highly accurate predictive and segmentation models.

Partek Software

Vendor: Partek Inc. (www.partek.com)

Partek Software is a multiple-strategy data-mining product. It is based on several methodologies including statistical techniques, neural networks, fuzzy logic, genetic algorithms, and data visualization. It runs on UNIX platforms.

Rialto™

Vendor: Exeura (www.exeura.com)

Exeura Rialto™ provides comprehensive support for the entire data mining and analytics lifecycle at an affordable price in a single, easy-to-use tool.

Salford Predictive Miner

Vendor: Salford Systems (http://salford-systems.com)

Salford Predictive Miner (SPM) includes CART®, MARS, TreeNet, and RandomForests, and powerful new automation and modeling capabilities. CART® is a robust, easy-to-use decision tree that automatically sifts large, complex databases, searching for and isolating significant patterns and relationships. Multivariate Adaptive Regression Splines (MARS) focuses on the development and deployment of accurate and easy-to-understand regression models. TreeNet demonstrates remarkable performance for both regression and classification and can work with varying sizes of data sets, from small to huge, while readily managing a large number of columns. RandomForests is best suited for the analysis of complex data structures embedded in small to moderate data sets containing typically less than 10,000 rows but allowing for more than 1 million columns. RandomForests has therefore been enthusiastically endorsed by many biomedical and pharmaceutical researchers.

STATISTICA Data Miner

Vendor: Statsoft (www.statsoft.com)

STATISTICA Data Miner contains the most comprehensive selection of data-mining methods available on the market, for example, by far the most comprehensive selection of clustering techniques, neural networks architectures, classification/regression trees (also called recursive partitioning methods), multivariate modeling (including MARSplines, Support Vector Machines), association and sequence analysis (an optional add-on), and many other predictive techniques, even methods for advanced/true simulation and optimization of models are provided. It also provides the largest selection of graphics and visualization procedures of any competing products, to enable effective data exploration and visual data mining.

Synapse

Vendor: Peltarion (www.peltarion.com)

Synapse, a development environment for neural networks and other adaptive systems, supporting the entire development cycle from data import and preprocessing via model construction and training to evaluation and deployment; allows deployment as. NET components.

SOMine

Vendor: Viscovery (www.viscovery.net)

This single-strategy data-mining tool is based on self-organizing maps and is uniquely capable of visualizing multidimensional