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Big Data Workflows: Locality-Aware Orchestration Using Software Containers

Andrei-Alin Corodescu, Nikolay Nikolov, Akif Quddus Khan, Ahmet Soylu, Mihhail Matskin, Amir H. Payberah, Dumitru Roman
2021 Sensors  
We compare the proposed solution with Argo workflows and demonstrate a significant performance improvement in the execution speed for processing the same data units.  ...  The proposed solution considers the available data locality information, leverages long-lived containers to execute workflow steps, and handles the interaction with different data sources through containers  ...  In Proceedings of the 1st ACM SIGMOD Workshop on Scalable Workflow Execution Engines and Technologies (SWEET 2012), Scottsdale, AZ, USA, 20 May 2012; pp. 1–13.  ... 
doi:10.3390/s21248212 pmid:34960302 pmcid:PMC8706844 fatcat:3nc2j4pvdfdynn573zzq7ympca

Scalable and Efficient Analysis of Large High-Dimensional Data Sets in the Context of Recurrence Analysis [article]

Tobias Rawald, Humboldt-Universität Zu Berlin, Humboldt-Universität Zu Berlin
It relies on the identification of line structures within so-called recurrence matrices and comprises a set of scalar measures.  ...  The usage of OpenCL allows to execute identical SRA implementations on a variety of hardware platforms having different architectural properties.  ...  In Proceedings of the ACM SIGMOD International Conference on Management of Data, SIGMOD 2013, New York, NY, USA, June 22-27, 2013, pages 1231–1242, 2013. T. Rawald.  ... 
doi:10.18452/18797 fatcat:chzxgtywcna3ln3c4qerpkq2x4

REVISTA ECONOMICĂ Journal of economic-financial theory and practice CNCSIS reference: B+, Code 478 Frequency: 6 issues/year Editor Deputy Editor Scientific Committee Editorial Board THE IMPACT OF SEMANTIC WEB TO BUSINESS INTELLIGENCE

Dan Popescu, Liviu Mihăescu, Dan Popescu, H Lucian, Liviu Mihăescu, Lucian, Acad Văcărel, -Romanian Academy, Prof Lucian-Liviu, Albu, Ciumara, Francesco D'esposito (+37 others)
The appearance of a new generation applications, called Semantic Business Intelligence will confirm that the Semantic Web has made its mark on them.  ...  The purpose of this research is to identify, describe and analyse if there is the impact on the Semantic Web solutions for Business Intelligence and how it manifests.  ...  In Proceedings of the 2005 workshop on Architecting dependable systems (WADS '05), ACM, New York, NY, USA, 7-6.  Oreizy, P., Gorlick, M. M., Taylor, R.  ...