Open Source Data Mining Tools

  • Tue, 09/08/2015 - 01:47 by aatif

Open Source Data Mining Tools

Data mining is also called knowledge discovery is used to sorting data to identify patterns and establish relationships. It is a process of analyzing data from a different point of view and finally summarize it into useful information. This information is usually used to increase revenue and reduce cost. Data mining software is an analytical tool used for analyzing the data. By using this software users analyze data from different perspectives and categorize and summarize the relation between them.

Data mining consist of the following parameters<

Association
path analysis
Classification
Clustering
Forecasting

The use of data mining is very effective if used in different fields like mathematics, genetics, research, cybernetic, and marketing. Customer relationship management used the web mining technique, which is a type of data mining. Different types of data mining software tools available in the market. Today our focus is on the best open-source data mining tool. Lets we see some top data mining tools.

KNIME

KNIME stands for Konstanz Information Miner is an open-source data analytic, reporting, and integration platform. It used the data pipelining techniques to integrate the different components in machine learning. It consists of three main components one is extraction second one is transformation and the third one is loading. It comes with a graphical user interface, GUI allows you to combine nodes in data processing, visualization, analysis, and modeling. KNIME is written in Java language and is based on Eclipse. It provides the features of extension, plugin, integration, and many more.

Orange
Orange is a powerful open-source data mining tool for beginners and experts. It is a Python-based simple and easy to learn data mining tool. It has different components like bioinformatics, text mining, machine learning and add-ons, data preprocessing, feature filtering and scoring, model evaluation, exploration, and modeling techniques. Orange supported cross-platform and written in Python and C/C++ language. It consists of a canvas interface onto which the user places widgets and creates a data analysis workflow.

RapidMiner
RapidMiner is an open-source predictive analytic platform for data mining, machine learning, and predictive analytic. It is a very easy solution that makes predictive analytic lightning-fast and reduces the time to unearth opportunities and risks. By using RapidMiner you can easily design data analysis routines visually by eliminating the need to write code. It works with different data formats like Excel, Hadoop, Mysql, Oracle, and CSV. It also supported plugins you can increase its performance through additional plugins.