27 citations · 28 across the 3 of their papers we have counts for
3 papers · 1 filter
Statistical Regression to Predict Total Cumulative CPU Usage of MapReduce Jobs
Nikzad Babaii Rizvandi, Javid Taheri, Reza Moraveji +1
Recently, businesses have started using MapReduce as a popular computation framework for processing large amount of data, such as spam detection, and different data mining tasks, i…
Pattern Matching for Self- Tuning of MapReduce Jobs
Nikzad Babaii Rizvandi, Javid Taheri, Albert Y. Zomaya
In this paper, we study CPU utilization time patterns of several MapReduce applications. After extracting running patterns of several applications, they are saved in a reference da…
Network Load Analysis and Provisioning of MapReduce Applications
Nikzad Babaii Rizvandi, Javid Taheri, Reza Moraveji +1
In this paper, we study the dependency between configuration parameters and network load of fixed-size MapReduce applications in shuffle phase and then propose an analytical method…