Task Runtime Prediction in Scientific Workflows Using an Online
Incremental Learning Approach

Task Runtime Prediction in Scientific Workflows Using an Online Incremental Learning Approach

10 October 2018

Muhammad H. Hilman

M. A. Rodriguez

Rajkumar Buyya

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Papers citing "Task Runtime Prediction in Scientific Workflows Using an Online Incremental Learning Approach"

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Title
UniFaaS: Programming across Distributed Cyberinfrastructure with Federated Function Serving Yifei Li Ryan Chard Y. Babuji Kyle Chard Ian Foster Zhuozhao Li 68 0 0 28 Mar 2024
The Common Workflow Scheduler Interface: Status Quo and Future Plans Fabian Lehmann Jonathan Bader Ramani Kothadia Ulf Leser 72 4 0 27 Nov 2023
Lotaru: Locally Predicting Workflow Task Runtimes for Resource Management on Heterogeneous Infrastructures Jonathan Bader Fabian Lehmann L. Thamsen Ulf Leser O. Kao 57 13 0 13 Sep 2023
Reshi: Recommending Resources for Scientific Workflow Tasks on Heterogeneous Infrastructures Jonathan Bader Fabian Lehmann Alexander Groth L. Thamsen Dominik Scheinert Jonathan Will Ulf Leser O. Kao 75 8 0 16 Aug 2022
Lotaru: Locally Estimating Runtimes of Scientific Workflow Tasks in Heterogeneous Clusters Jonathan Bader Fabian Lehmann L. Thamsen Jonathan Will Ulf Leser O. Kao 65 18 0 23 May 2022
Exploring the Role of Machine Learning in Scientific Workflows: Opportunities and Challenges Azita Nouri Philip E. Davis P. Subedi M. Parashar 133 10 0 26 Oct 2021
Master Graduation Thesis: A Lightweight and Distributed Container-based Framework Qifan Deng Rajkumar Buyya 35 0 0 08 Aug 2021
Workflow-as-a-Service Cloud Platform and Deployment of Bioinformatics Workflow Applications Muhammad H. Hilman M. A. Rodriguez Rajkumar Buyya 32 4 0 02 Jun 2020
Resource-sharing Policy in Multi-tenant Scientific Workflow-as-a-Service Cloud Platform Muhammad H. Hilman M. A. Rodriguez Rajkumar Buyya 28 1 0 04 Mar 2019
Multiple Workflows Scheduling in Multi-tenant Distributed Systems: A Taxonomy and Future Directions Muhammad H. Hilman M. A. Rodriguez Rajkumar Buyya 47 43 0 14 Sep 2018