Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: An Experimental and Comparative Benchmark Study Examining Resource
  Utilization in Managed Hadoop Context   Transitioning cloud-based Hadoop from IaaS to PaaS, which are commercially
conceptualized as pay-as-you-go or pay-per-use, often reduces the associated
system costs. However, managed Hadoop systems do present a black-box behavior
to the end-users who cannot be clear on the inner performance dynamics, hence,
on the benefits of leveraging them. In the study, we aimed to understand
managed Hadoop context in terms of resource utilization. We utilized three
experimental Hadoop-on-PaaS proposals as they come out-of-the-box and conducted
Hadoop specific workloads of the HiBench Benchmark Suite. During the benchmark
executions, we collected system resource utilization data on the worker nodes.
The results indicated that the same property specifications among cloud
services do not guarantee nearby performance outputs, nor consistent results
within themselves. We assume that the managed systems' architectures and
pre-configurations play a significant role in the performance.

6
The categories of this paper are: astro-ph
21
The categories of this paper are: adap-org
2
The categories of this paper are: math
5
The categories of this paper are: gr-qc
13
The categories of this paper are: quant-ph
20
The categories of this paper are: acc-phys
10
The categories of this paper are: q-bio
29
The categories of this paper are: funct-an
31
The categories of this paper are: ao-sci
15
The categories of this paper are: nucl-ex
28
The categories of this paper are: alg-geom
17
The categories of this paper are: q-fin
37
The categories of this paper are: supr-con
27
The categories of this paper are: comp-gas
26
The categories of this paper are: bayes-an
32
The categories of this paper are: atom-ph