RapidMiner
RapidMiner (formerly known as YALE) is a flexible Java
environment for
knowledge discovery in databases, machine learning, and data mining. It
allows experiments to be made up of a large number of arbitrarily
nestable operators, described in XML files which are created with
RapidMiner's graphical user interface.
It features an XML-based graphical user interface, a plugin
mechanism, and high-dimensional plotting, and provides an easy-to-use
extension mechanism that makes it possible to integrate new operators
and adapt the system to your personal requirements. The
modular operator concept of RapidMiner allows the design of complex
nested operator chains for a huge number of learning problems in a very
fast and efficient way (rapid prototyping).
A command line version is included.
RapidMiner is ideal for analyzing data generated by
high-throughput instruments, e.g. proteomics, genotyping and mass
spectrometry.
Features include:
- Extract, transform, load (ETL), a data warehousing process
- Data warehousing
- Data Mining
- OLAP
- Business Intelligence in Java
- Machine learning library WEKA fully integrated
- 500+ modules including: extract, transform, load (ETL),
data mining, data analysis + Weka,
statistical forecasting, preprocessing, validation, visualization,
OLAP, business intelligence
- Knowledge discovery processes are modeled as operator trees
- Internal XML representation ensures standardized
interchange format of data mining experiments
- Scripting language allows for automatic large-scale
experiments
- Multi-layered data view concept ensures efficient and
transparent data handling
- Graphical user interface, command
line mode (batch mode), and Java API for using RapidMiner from your own
programs
- Plugin and extension mechanisms
- Plotting facility offering a large set of high-dimensional
visualization schemes for data and models
- Applications include text mining, multimedia mining,
feature engineering, data stream mining and tracking
drifting concepts, development of ensemble methods, and distributed
data mining.
- Java API (application programming interface) to ease usage
of RapidMiner from your own programs
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Last Updated Saturday, April 06 2013 @ 03:59 AM EST |