Houman Homayoun

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 …

DynGraph2Seq: Dynamic-Graph-to-Sequence Interpretable Learning for Health Stage Prediction in Online Health Forums

2019 · arXiv (Cornell University)

Online health communities such as the online breast cancer forum enable patients (i.e., users) to interact and help each other within various subforums, which are subsections of the main forum devoted to specific health topics. …