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  FfDL: a flexible multi-tenant deep learning platform
Jayaram K., Muthusamy V., Dube P., Ishakian V., Wang C., Herta B., Boag S., Arroyo D., Tantawi A., Verma A., Pollok F., Khalaf R.  Middleware 2019 (Proceedings of the 20th International Middleware Conference, Davis, CA, Dec 9-13, 2019) 82-95, 2019.  Type: Proceedings

Cloud computing is becoming the preferred choice in many domains due to availability, flexibility, and scalability, as well as many other reasons. However, this also brings challenges, that is, adapting cloud computing to specific doma...
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Feb 3 2021  
  DCDedupe: selective deduplication and delta compression with effective routing for distributed storage
Zhang B., Wang C., Zhou B., Yuan D., Zomaya A. Journal of Grid Computing 16(2): 195-209, 2018.  Type: Article

In big data scenarios, data is often duplicated for system response time, efficiency, and network issues and then eliminated through deduplication. Data is compressed for storage efficiency and further abstraction or regression. The au...
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Nov 2 2018  
  Clash of the titans: MapReduce vs. Spark for large scale data analytics
Shi J., Qiu Y., Minhas U., Jiao L., Wang C., Reinwald B., Özcan F. Proceedings of the VLDB Endowment 8(13): 2110-2121, 2015.  Type: Article

Analyzing big data has never been more important in computer science, and the platforms of choice have been either MapReduce or Spark. By using selected workloads that characterize the majority of batch and iterative analytic operation...
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Jun 29 2016  

   
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