142 citations · 384 across the 11 of their papers we have counts for
6 papers · 1 filter
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…
On Modeling Dependency between MapReduce Configuration Parameters and Total Execution Time
Nikzad Babaii Rizvandi, Albert Y. Zomaya, Ali Javadzadeh Boloori +1
In this paper, we propose an analytical method to model the dependency between configuration parameters and total execution time of Map-Reduce applications. Our approach has three…
Multiple Frequency Selection in DVFS-Enabled Processors to Minimize Energy Consumption
Nikzad Babaii Rizvandi, Albert Y. Zomaya, Young Choon Lee +2
In this chapter we focus on slack reclamation and propose a new slack reclamation technique, Multiple Frequency Selection DVFS (MFS-DVFS). The key idea is to execute each task with…
On Modelling and Prediction of Total CPU Usage for Applications in MapReduce Environments
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…
SparseDTW: A Novel Approach to Speed up Dynamic Time Warping
Ghazi Al-Naymat, Sanjay Chawla, Javid Taheri
We present a new space-efficient approach, (SparseDTW), to compute the Dynamic Time Warping (DTW) distance between two time series that always yields the optimal result. This is in…
Some Observations on Optimal Frequency Selection in DVFS-based Energy Consumption Minimization
Nikzad Babaii Rizvandi, Javid Taheri, Albert Y. Zomaya
In recent years, the issue of energy consumption in parallel and distributed computing systems has attracted a great deal of attention. In response to this, many energy-aware sched…