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<a name="Getting Started: Why UIMA"><h1><img src="images/UIMA_4sq50tightCropSolid.png"/> Getting Started: Why UIMA</h1></a> | |
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<blockquote class="sectionBody"> | |
<p> | |
The "Getting Started: Why UIMA" guide should help you to understand what UIMA™ is, | |
what it can be used for, and how you can use it. | |
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<a name="What Is UIMA"> | |
<h2>What Is UIMA | |
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<blockquote class="subsectionBody"> | |
<p> | |
UIMA stands for Unstructured Information Management Architecture and is a component | |
architecture and software framework implementation for the analysis of unstructured | |
content like text, video and audio data. Unstructured information represents the largest, | |
most current and fastest growing source of information available to businesses and governments. | |
</p> | |
<p> | |
The motivation to develop such a framework was to build a common platform for unstructured analytics, | |
to foster reuse of analysis components and to reduce duplication of analysis development. | |
The pluggable architecture of UIMA allows to easily plug-in your own analysis components and | |
combine them together with others. A full analysis task of a solution using unstructured analytics | |
like search or government intelligence applications is often not a | |
monolithic thing but a multi-stage process where different modules need to build on each other | |
to get a powerful analysis chain. In some cases also annotators from different specialized vendors | |
may need to work together to produce the results needed. | |
The UIMA application interested in such analysis results does not need to know the details of how annotators | |
work together to create the results. The UIMA framework take care of the integration and orchestration | |
of multiple annotators. | |
</p> | |
<p> | |
So the major goal of UIMA is to transform unstructured information to structured | |
information by orchestrating analysis engines to detect entities or relations and thus to build the | |
bridge between the unstructured and the structured world. | |
</p> | |
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<p> | |
The Apache UIMA project provides two Apache licensed UIMA framework implementations, | |
one for Java and one for C++, and an extension to support Asynchronous Scaleout, called UIMA-AS. | |
</p> | |
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<a name="What Can UIMA Be Used For"> | |
<h2>What Can UIMA Be Used For | |
</h2> | |
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<blockquote class="subsectionBody"> | |
<p> | |
UIMA is, by itself, an empty framework. Its purpose is to enable a world-wide, diverse community to develop | |
inter-operable, often complex analytic components, and allow them to be combined and run together, with | |
framework supplied scaled-out and remoting as needed. Some of the major external UIMA resources are linked | |
on the Apache UIMA website "<a href="external-resources.html">UIMA Resources on the Web</a>". | |
You can also check the <a href="sandbox.html">UIMA Addons and Sandbox</a> for components that can be used and combined | |
to build your own application. | |
</p> | |
<p> | |
There are lots of use cases where UIMA may be applicable. One of the major ones are search applications. | |
Within search applications, the unstructured content that is available mainly as text in various kinds | |
must be processed and analyzed to be searchable. To obtain a powerful search application, the text | |
content must be analyzed to get the document language followed by language dependent linguistic | |
processing such as tokenization, lemmatization and part of speech detection. After these steps a | |
more sophisticated analysis like entity detection and relation detection between entities can be done. | |
For all these analysis steps UIMA and UIMA components can be used. | |
</p> | |
<p> | |
Another important use case is business or government intelligence. For example, UIMA analysis is used | |
to extract structured information from car repair reports. This data is then used for quality feed-back | |
and problem early warning systems. | |
</p> | |
<p> | |
Other possible solutions where UIMA can be used for are the analsyis of call center notes to detect product | |
problems and customer issues or a public image monitoring solution to find out how others for example in internet | |
forums or press releases think about my product or company. | |
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