Setareh Rafatirad

Hardware Accelerated Mappers for Hadoop MapReduce Streaming

2018 · IEEE Transactions on Multi-Scale Computing Systems

Heterogeneous architectures have emerged as an effective solution to address the energy-efficiency challenges. This is particularly happening in data centers where the integration of FPGA hardware accelerators with general purpose processors such as big Xeon …

Energy-aware and Machine Learning-based Resource Provisioning of In-Memory Analytics on Cloud

2018

In this work, we propose a proactive online resource provisioning methodology that addresses the challenge of resource provisioning for IMC workloads in heterogeneous cloud platforms consist of diverse types of servers. As cloud platforms provide …