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     <h1>CROSSMINER - Eclipse SCAVA</h1>

     <h2>Developer-Centric Knowledge Mining from Large Open-Source Software Repositories</h2>

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 	  			<h2 id="overview" class="text-center header-underline header-underline-center margin-bottom-25">Overview</h2>
 	  			<p>Implementing a new system by mining open source software (OSS) repositories helps reduce development effort
 	  			and concurrently increase productivity. Furthermore, as the OSS ecosystem facilitates vibrant expert and user
 	  			communities, developers can get practical supports which allow them to fix bugs as well as to find probable
 	  			solutions to various issues alongside the development cycle. Nevertheless, to help developers effectively mine
 	  			the existing data, it is crucial to equip them with suitable machineries.</p>

 				<p>Eclipse SCAVA is an open-source platform for automatically analysing the source code, bug tracking systems,
 				and communication channels of open source software projects. Eclipse SCAVA provides techniques and tools for
 				extracting knowledge from existing open source components and use such knowledge to support the selection
 				and reuse of existing software to develop new systems, and to provide developers with real-time recommendations
 				that are relevant to the current development task.</p>

 				<p>As shown below Eclipse SCAVA is conceptually in between the developer and all the different and heterogenous
 				data sources that one needs to interact with when understanding and using existing open source components.</p>

 		    	<div class="text-center col-12">
 					<img src="images/crossminer.png" class="center" alt="SCAVA approach at a glance" />
 				</div>
 				<p>The developer context is used as query sent to the knowledge base that answers with recommendations that are
 				relevant with respect to the developer contexts. Machine learning techniques are used to infer knowledge
 				underpinning the creation of relevant real-time recommendations. The knowledge base infers more insights
 				from raw data produced by the different mining tools, which are the following:</p>
 				<ul>
 					<li>Source code miners to extract and store actionable knowledge from the source code of a collection of open-source projects;</li>
 					<li>NLP miners to extract quality metrics related to the communication channels, and bug tracking systems of OSS projects by using
 					Natural Language Processing and text mining techniques;</li>
 					<li>Configuration miners to gather and analyse system conﬁguration artefacts and data to provide an integrated DevOps-level view
 					of a considered open source project;</li>
 					<li>Cross-project miners to infer cross-project relationships and additional knowledge underpinning the provision of real-time recommendations;</li>
 				</ul>
 				<p>Additionally, Eclipse SCAVA provide the means to simplify the development of bespoke analysis and knowledge extraction tools by
 				contributing a framework that will shield engineers from technological issues and allow them to concentrate on the core analysis tasks instead.</p>


 	  			<h2 id="resources" class="text-center header-underline header-underline-center margin-bottom-25">Useful links</h2>
 	  			<ul>
 	  				<li><strong>EU CROSSMINER home project</strong>: <a href="http://www.crossminer.org">http://www.crossminer.org</a></li>
 	  			</ul>
 	  			<ul>
 	  				<li>Eclipse Scava <strong>code repository</strong>: <a href="https://github.com/eclipse-researchlabs/scava">https://github.com/eclipse-researchlabs/scava</a> (*)</li>
 	  				<li>Eclipse Scava <strong>deployment repository</strong>: <a href="https://github.com/eclipse-researchlabs/scava-deployment">https://github.com/eclipse-researchlabs/scava-deployment</a> (*)</li>
 	  				<li>Eclipse Scava <strong>documentation repository</strong>: <a href="https://github.com/eclipse-researchlabs/scava-docs">https://github.com/eclipse-researchlabs/scava-docs</a> (*)</li>
 	  				<li>Eclipse Scava <strong>datasets</strong> - Clone: <a href="https://github.com/eclipse-scava/scava-datasets.git">https://github.com/eclipse-scava/scava-datasets.git</a></li>

 	  			</ul>
 	  			(*) Repositories under the umbrella of Eclipse Research Labs have not (yet) completed the Eclipse IP review to ensure they provide sufficient IP terms to be considered  "business-friendly" for use in a product.

 	  			<h2 id="resources" class="text-center header-underline header-underline-center margin-bottom-25">Funding body</h2>

    					<strong>Eclipse SCAVA</strong> is a result of the European project CROSSMINER.<br/><br/>
 					<strong>CROSSMINER project</strong> receives funding under the European Union's Horizon 2020 Research and Innovation Programme
 					under grant agreement No. 732223.

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	<h1>CROSSMINER - Eclipse SCAVA</h1>

	<h2>Developer-Centric Knowledge Mining from Large Open-Source Software Repositories</h2>

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	<h2 id="overview" class="text-center header-underline header-underline-center margin-bottom-25">Overview</h2>
	<p>Implementing a new system by mining open source software (OSS) repositories helps reduce development effort
	and concurrently increase productivity. Furthermore, as the OSS ecosystem facilitates vibrant expert and user
	communities, developers can get practical supports which allow them to fix bugs as well as to find probable
	solutions to various issues alongside the development cycle. Nevertheless, to help developers effectively mine
	the existing data, it is crucial to equip them with suitable machineries.</p>

	<p>Eclipse SCAVA is an open-source platform for automatically analysing the source code, bug tracking systems,
	and communication channels of open source software projects. Eclipse SCAVA provides techniques and tools for
	extracting knowledge from existing open source components and use such knowledge to support the selection
	and reuse of existing software to develop new systems, and to provide developers with real-time recommendations
	that are relevant to the current development task.</p>

	<p>As shown below Eclipse SCAVA is conceptually in between the developer and all the different and heterogenous
	data sources that one needs to interact with when understanding and using existing open source components.</p>

	<div class="text-center col-12">
	<img src="images/crossminer.png" class="center" alt="SCAVA approach at a glance" />
	</div>
	<p>The developer context is used as query sent to the knowledge base that answers with recommendations that are
	relevant with respect to the developer contexts. Machine learning techniques are used to infer knowledge
	underpinning the creation of relevant real-time recommendations. The knowledge base infers more insights
	from raw data produced by the different mining tools, which are the following:</p>
	<ul>
	<li>Source code miners to extract and store actionable knowledge from the source code of a collection of open-source projects;</li>
	<li>NLP miners to extract quality metrics related to the communication channels, and bug tracking systems of OSS projects by using
	Natural Language Processing and text mining techniques;</li>
	<li>Configuration miners to gather and analyse system conﬁguration artefacts and data to provide an integrated DevOps-level view
	of a considered open source project;</li>
	<li>Cross-project miners to infer cross-project relationships and additional knowledge underpinning the provision of real-time recommendations;</li>
	</ul>
	<p>Additionally, Eclipse SCAVA provide the means to simplify the development of bespoke analysis and knowledge extraction tools by
	contributing a framework that will shield engineers from technological issues and allow them to concentrate on the core analysis tasks instead.</p>


	<h2 id="resources" class="text-center header-underline header-underline-center margin-bottom-25">Useful links</h2>
	<ul>
	<li><strong>EU CROSSMINER home project</strong>: <a href="http://www.crossminer.org">http://www.crossminer.org</a></li>
	</ul>
	<ul>
	<li>Eclipse Scava <strong>code repository</strong>: <a href="https://github.com/eclipse-researchlabs/scava">https://github.com/eclipse-researchlabs/scava</a> (*)</li>
	<li>Eclipse Scava <strong>deployment repository</strong>: <a href="https://github.com/eclipse-researchlabs/scava-deployment">https://github.com/eclipse-researchlabs/scava-deployment</a> (*)</li>
	<li>Eclipse Scava <strong>documentation repository</strong>: <a href="https://github.com/eclipse-researchlabs/scava-docs">https://github.com/eclipse-researchlabs/scava-docs</a> (*)</li>
	<li>Eclipse Scava <strong>datasets</strong> - Clone: <a href="https://github.com/eclipse-scava/scava-datasets.git">https://github.com/eclipse-scava/scava-datasets.git</a></li>

	</ul>
	(*) Repositories under the umbrella of Eclipse Research Labs have not (yet) completed the Eclipse IP review to ensure they provide sufficient IP terms to be considered "business-friendly" for use in a product.

	<h2 id="resources" class="text-center header-underline header-underline-center margin-bottom-25">Funding body</h2>

	<strong>Eclipse SCAVA</strong> is a result of the European project CROSSMINER.<br/><br/>
	<strong>CROSSMINER project</strong> receives funding under the European Union's Horizon 2020 Research and Innovation Programme
	under grant agreement No. 732223.

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