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- Description:
The Advanced Data mining and Machine learning System, or short ADAMS, is a novel, flexible workflow engine aimed at quickly building and maintaining real-world, complex knowledge workflows. Instead of placing operators on a canvas and manually connecting them, a tree structure and flow control operators determine how the data is being processed, e.g., sequentially or in parallel. This approach allows the rapid development and easy maintenance of large workflows, consisting of hundreds or even thousands of operators. ADAMS offers operators for machine learning libraries like WEKA and MOA and image processing libraries such as ImageJ, Java Advanced Imaging (JAI), ImageMagick and Gnuplot. Via Rserve, the R-Project can be incorporated in flows for data processing. With the WEKA webservice, other frameworks can take advantage of WEKA's models as well. For fast prototyping the user can use scripting languages such as Groovy and Jython. GIS support is possible with the OpenStreetMap integration.
- Changes to previous version:
Some highlights of this release:
- switch to Java 8
- preferred IDE is now IntelliJ IDEA
- removed OSX builds
- 43 new actors
- 13 new conversions
- removed obsolete actors and conversions
- added video support (video files and webcams)
- added object detection and tracking (incl recording of object trails)
- proof-of-concept remote-execution of jobs
- SSH console
- support for webscraping using JSoup
- MEKA upgraded to 1.9.0
- MOA regressor support added
- better syntax highlighting for Groovy/Jython
- several new Weka classifiers (eg Veto, LeanMultiScheme, ThresholdedBinaryClassification, InputSmearing)
- new genetic algorithm: Hermione
- extended the abstaining classifier framework (integrates with Weka)
- adams-imaging split into: adams-imaging, adams-boofcv, adams-imagemagick, adams-imagej, adams-openimaj (newly added)
- BibTeX Entry: Download
- Corresponding Paper BibTeX Entry: Download
- Supported Operating Systems: Agnostic
- Data Formats: Arff, Csv, Tab Separated, Libsvm, Xrff, Excel, Odf, Xls, Xlsx
- Tags: R, Workflow, Weka, Image Processing, Webservice, Moa, Gis, Openstreetmap, Meka
- Archive: download here
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