With advancements in machine learning technology and the availability of large machine learning-as-a-Service (MLaaS) clouds, accurately understanding I/O behaviors in the storage subsystem of an MLaaS cloud platform is crucial for resource scheduling and optimization. New research by TSYS School computer scientist Yi Zhou and his colleagues from Guangxi Minzu University, Jinan University, the University of Maine and Zhejiang University provides valuable insights into the correlation of I/O request arrivals in a representative and dynamic MLaaS workload – Alibaba PAI (a machine learning platform for artificial intelligence). Regarding the I/O requests in the PAI workload at the machine level, their diagnosis reveals that the I/O arrival process exhibits significant bursts. Their findings also highlight the existence of a certain level of correlation between I/O request arrivals on long-term time scales. Zhou and his colleagues create self-similar workload models to synthesize I/O request series based on the inputs measured from the PAI trace. Experimental results demonstrate that their models outperform existing models in accurately simulating burstiness.
Seven Turner College Management and Marketing Faculty Have Combined to Produce Eight A-Level Journal Publications Between 2021 and the Present
A number of faculty in the Turner College's Department of Management and Marketing, which includes faculty in management information systems, have produced A-level journal publications in the last few years. This report covers that activity, starting with John Finley , the chairperson of the department. Professor Finley published a paper in the Journal of Computer Information Systems in 2022. Finley is joined by Kirk Heriot , the Crowley Distinguished Chair in Entrepreneurship. Heriot, who earned a PhD in management from Clemson University, published in a 2021 issue of Small Business Economics . One of the study's co-authors, Andres Jauregui of Fresno State University, was previously a member of the Turner College's economics faculty. Next is Johnny Ho , a professor of management, who has a 2022 publication in the Journal of Computer Information Systems . Ho has won CSU's Excellence in Research Award on multiple occasions, while he has compiled 2...
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