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  1. Proceedings of the 2nd Africa and Middle East Conference on Software Engineering (AMECSE '16)
  2. RDBMS, NoSQL, Hadoop: A Performance-Based Empirical Analysis
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Toward a Specialized Quality Management Maturity Assessment Model
Adaptive Power Panel of Cloud Computing Controlling Cloud Power Consumption
Self-management of Distributed Computing Using Hybrid-Computing Elements
Formal Verification Framework for Automotive UML Designs
E-Playground: Simultaneous Identification of Multi-players in Educational Physical Games Using Low-cost RFID
A Requirements Elicitation Approach for Cloud Based Software Product Line ERPs
Building an Ontology-Based Electronic Health Record System
An Automated System for Measuring Similarity between Software Requirements
RDBMS, NoSQL, Hadoop: A Performance-Based Empirical Analysis
Agile Adoption Case Study, Pains, Challenges & Benefits
Case Study Applying Agile Service-Oriented Modeling and Architecture Approach for Better Business-Services Alignment

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RDBMS, NoSQL, Hadoop: A Performance-Based Empirical Analysis

Content Provider ACM Digital Library
Author Yassien, Amal W. Desouky, Amr F.
Abstract The relational data model has been dominant and widely used since 1970. However, as the need to deal with big data grows, new data models, such as Hadoop and NoSQL, were developed to address the limitation of the traditional relational data model. As a result, determining which data model is suitable for applications has become a challenge. The purpose of this paper is to provide insight into choosing the suitable data model by conducting a benchmark using Yahoo! Cloud Serving Benchmark (YCSB) on three different database systems: (1) MySQL for relational data model, (2) MongoDB for NoSQL data model, and (3) HBase for Hadoop framework. The benchmark was conducted by running four different workloads. Each workload is executed using a different increasing operation and thread count, while observing how their change respectively affects throughput, latency, and runtime.
Starting Page 52
Ending Page 59
Page Count 8
File Format PDF
ISBN 9781450342933
DOI 10.1145/2944165.2944174
Language English
Publisher Association for Computing Machinery (ACM)
Publisher Date 2016-05-28
Publisher Place New York
Access Restriction Subscribed
Subject Keyword Nosql Databases Rdbms Hadoop Performance
Content Type Text
Resource Type Article
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