UIMA
From Wikipedia, the free encyclopedia
Developer(s) | IBM, Apache Software Foundation (since October 2006) |
---|---|
Stable release | 2.3.1 / March 22, 2011[1] |
Written in | Java with C++ Enablement |
Operating system | Cross-platform |
Type | Text mining, Information Extraction |
License | Apache License 2.0 |
Website | http://uima.apache.org/ |
UIMA stands for Unstructured Information Management Architecture. An OASIS standard[2] as of March 2009, UIMA is to date the only industry standard for content analytics[citation needed].
UIMA is a component software architecture for the development, discovery, composition, and deployment of multi-modal analytics for the analysis of unstructured information and its integration with search technologies developed by IBM. The source code for a reference implementation of this framework has been made available on SourceForge, and later on the website of the Apache Software Foundation.
An example is a logistics analysis software system that could convert unstructured data such as repair logs and service notes into relational tables. These tables can then be used by automated tools to detect maintenance or manufacturing problems.
Other examples are systems that are used in medical environments to analyze clinicalnotes.
Contents[hide] |
[edit]Structure of UIMA
The UIMA architecture can be thought of in four dimensions:
- It specifies component interfaces in an analytics pipeline
- It describes a set of Design patterns
- It suggests two data representations: an in-memory representation of annotations for high-performance analytics and an XMLrepresentation of annotations for integration with remote web services.
- It suggests development roles allowing tools to be used by users with diverse skills
[edit]IBM Watson - The Jeopardy Challenge
In February 2011 a computer from IBM Research named Watson won a competition on Jeopardy! against Jeopardy star Ken Jenningsand undefeated Jeopardy champion Brad Rutter. Watson is a highly advanced computer from IBM Research that uses UIMA for real-time content analytics.[3]
[edit]See also
- Data Discovery and Query Builder
- Entity extraction
- General Architecture for Text Engineering (GATE)
- IBM Omnifind
- Languageware
- OpenNLP
- OpenPipeline
- Darmstadt Knowledge Processing Software Repository (DKPro)
[edit]References
- ^ http://uima.apache.org/news.html#22%20March%202011
- ^ UIMA Specification The Apache Software Foundation.
- ^ https://blogs.apache.org/foundation/entry/apache_innovation_bolsters_ibm_s
[edit]External links
- UIMA Homepage at the Apache Software Foundation
- OASIS Unstructured Information Management Architecture (UIMA) TC
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