Maria Read

Socially Enhanced Situation Awareness from Microblogs Using Artificial Intelligence: A Survey

Rabindra Lamsal, Aaron Harwood, Maria Rodriguez Read

Journal article  |  2023  |  ACM Computing Surveys

The rise of social media platforms provides an unbounded, infinitely rich source of aggregate knowledge of the world around us, bo..

Machine Learning-based Orchestration of Containers: A Taxonomy and Future Directions

Zhiheng Zhong, Minxian Xu, Maria Alejandra Rodriguez, Chengzhong Xu, Rajkumar Buyya

Journal article  |  2022  |  ACM COMPUTING SURVEYS

Containerization is a lightweight application virtualization technology, providing high environmental consistency, operating syste..

Optimal Rate Control for Latency-constrained High Throughput Big Data Applications

Z Xiao, A Harwood, MA Rodriguez

Conference Proceedings  |  2022  |  Proceedings - 2022 IEEE International Conference on Big Data, Big Data 2022

High performance distributed systems such as distributed stream processing systems and message-passing parallel programs are often..

Workflow-as-a-Service Cloud Platform and Deployment of Bioinformatics Workflow Applications

Muhammad H Hilman, Maria A Rodriguez, Rajkumar Buyya

Book Chapter  |  2021

A Traffic and Resource Aware Online Storm Scheduler

T Qi, M Rodriguez

Conference Proceedings  |  2021  |  ACM International Conference Proceeding Series

Streaming applications have become widespread with the advent of big data and IoT. They are latency-sensitive applications that ai..

A Deep Reinforcement Learning Scheduler with Back-filling for High Performance Computing

L Wang, A Harwood, MA Rodriguez

Conference Proceedings  |  2021  |  2021 IEEE Asia-Pacific Conference on Computer Science and Data Engineering, CSDE 2021

It is becoming widely accepted that model-based job scheduling strategies are becoming inadequate due to an ever increasing comple..

A Reinforcement Learning Approach to Reduce Serverless Function Cold Start Frequency

Siddharth Agarwal, Maria A Rodriguez, Rajkumar Buyya

Conference Proceedings  |  2021  |  21ST IEEE/ACM INTERNATIONAL SYMPOSIUM ON CLUSTER, CLOUD AND INTERNET COMPUTING (CCGRID 2021)

Serverless computing is an event-driven cloud computing architecture for processing requests on-demand, using light weight functio..

A Deep Reinforcement Learning Approach to Resource Management in Hybrid Clouds Harnessing Renewable Energy and Task Scheduling

Jie Zhao, Maria A Rodriguez, Rajkumar Buyya

Conference Proceedings  |  2021  |  2021 IEEE 14TH INTERNATIONAL CONFERENCE ON CLOUD COMPUTING (CLOUD 2021)

The use of cloud computing for delivering application services over the Internet has gained rapid traction. Since the beginning of..

Software-Defined Multi-domain Tactical Networks: Foundations and Future Directions

Redowan Mahmud, Adel N Toosi, Maria Alejandra Rodriguez, Sharat Chandra Madanapalli, Vijay Sivaraman, Len Sciacca, Christos Sioutis, Rajkumar Buyya

Book Chapter  |  2021

High-Performance Mining of COVID-19 Open Research Datasets for Text Classification and Insights in Cloud Computing Environments

J Zhao, MA Rodriguez, R Buyya

Conference Proceedings  |  2020  |  Proceedings - 2020 IEEE/ACM 13th International Conference on Utility and Cloud Computing, UCC 2020

The COVID-19 global pandemic is an unprecedented health crisis. Many researchers around the world have produced an extensive colle..