A Survey on Scalable Big Data Analytics Platform
International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
www.ijsr.net | Open Access | Fully Refereed | Peer Reviewed International Journal

ISSN: 2319-7064

Survey Paper | Computer Science & Engineering | India | Volume 4 Issue 5, May 2015

A Survey on Scalable Big Data Analytics Platform

Ravindra Phule, Madhav Ingle

The primary purpose of this paper is to provide an in-depth analysis of different platforms available for performing big data analytics. This paper surveys different hardware platforms available for big data analytics and assesses the advantages and drawbacks of each of these platforms based on various metrics such as scalability, data I/O rate, fault tolerance, real-time processing, data size supported and iterative task support. In addition to the hardware, a detailed description of the software frameworks used within each of these platforms is also discussed along with their strengths and drawbacks. Some of the critical characteristics described here can potentially aid the readers in making an informed decision about the right choice of platforms depending on their computational needs. Using a star ratings table, a rigorous qualitative comparison between different platforms is also discussed for each of the six characteristics that are critical for the algorithms of big data analytics. In order to provide more insights into the effectiveness of each of the platform in the context of big data analytics, specific implementation level details of the widely used k-means clustering algorithm on various platforms are also described in the form pseudo code.

Keywords: Big data, MapReduce, graphics processing units, scalability, big data analytics, big data platforms, real-time processing

Edition: Volume 4 Issue 5, May 2015

Pages: 1164 - 1169

Share this Article

How to Cite this Article?

Ravindra Phule, Madhav Ingle, "A Survey on Scalable Big Data Analytics Platform", International Journal of Science and Research (IJSR), https://www.ijsr.net/search_index_results_paperid.php?id=SUB154338, Volume 4 Issue 5, May 2015, 1164 - 1169

117 PDF Views | 97 PDF Downloads

Download Article PDF



Similar Articles with Keyword 'Big data'

Research Paper, Computer Science & Engineering, India, Volume 5 Issue 10, October 2016

Pages: 1345 - 1350

Security Methods for Privacy Preserving and Data Sharing Over Cloud Computing and Big Data Frameworks

Kapilesh S. Swami, Dr. P Sai Kiran

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 6 Issue 1, January 2017

Pages: 1363 - 1366

Internet of Things & Creation of the Fifth V of Big Data

Shaurya Shekhar

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 7, July 2015

Pages: 2241 - 2244

Backup Anomaly Identification with R and Hadoop

Ravindra Phule, Madhav Ingle

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 9, September 2015

Pages: 1598 - 1602

Information Acquisition Utilizing Parallel Rough Set and MapReduce from Big Information

Sachin Jadhav, Shubhangi Suryawanshi

Share this Article

Informative Article, Computer Science & Engineering, India, Volume 5 Issue 11, November 2016

Pages: 1482 - 1485

Overview of Big Data

Nivedita Manohar

Share this Article

Similar Articles with Keyword 'MapReduce'

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 7, July 2015

Pages: 1096 - 1101

Parallel Data Shuffling for Hadoop Acceleration with Network Levitated Merge and RDMA for Interconnectivity

Kishorkumar Shinde, Venkatesan N.

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 10, October 2015

Pages: 1646 - 1650

Performance Analysis of Multi-Node Hadoop Clusters using Amazon EC2 Instances

Ruchi Mittal, Ruhi Bagga

Share this Article

Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014

Pages: 2993 - 2996

Survey Paper on Load Rebalancing for Distributed File Systems in Clouds

Juhi Shah, D. N. Rewadkar

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 9, September 2015

Pages: 1598 - 1602

Information Acquisition Utilizing Parallel Rough Set and MapReduce from Big Information

Sachin Jadhav, Shubhangi Suryawanshi

Share this Article

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 3 Issue 12, December 2014

Pages: 1103 - 1108

Design of a High Performing Cloud Using Load Rebalancing Technique in Distributed File System

Y. Steeven, C. Prakasha Rao

Share this Article

Similar Articles with Keyword 'graphics processing units'

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 4, April 2015

Pages: 2815 - 2820

Survey of Hardware Platforms Available for Big Data Analytics Using K-means Clustering Algorithm

Dr. M. Manimekalai, S. Regha

Share this Article

Survey Paper, Computer Science & Engineering, India, Volume 4 Issue 5, May 2015

Pages: 1164 - 1169

A Survey on Scalable Big Data Analytics Platform

Ravindra Phule, Madhav Ingle

Share this Article

Survey Paper, Computer Science & Engineering, India, Volume 4 Issue 7, July 2015

Pages: 1279 - 1283

Survey of Genetic Algorithm Approach for Nurse Scheduling Problem

Swapnaja S. Balekar, N. A. Mhetre

Share this Article

Similar Articles with Keyword 'scalability'

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 6, June 2014

Pages: 2025 - 2029

Investigation of Security in Cloud Computing

Annu Devi

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014

Pages: 2528 - 2530

To Improve Fault Tolerance in Mobile Distributed System

Anupama Padha, Meenakshi Sharma

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 11, November 2015

Pages: 1227 - 1231

An Efficient Clustering Based High Utility Infrequent Weighted Item Set Mining Approach

Dr. N. Umadevi, A. Gokila Devi

Share this Article

Review Papers, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014

Pages: 2075 - 2077

Node Clone Detection with Scalable Key Pre-Distribution Scheme for WSN

Rekha V. Aher, Sunita Nandagave

Share this Article

Research Paper, Computer Science & Engineering, Ghana, Volume 4 Issue 2, February 2015

Pages: 2448 - 2452

Reliable and Rapid Routing Configurations for Network Recovery

William Asiedu K. O. Boateng

Share this Article

Similar Articles with Keyword 'big data analytics'

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 7, July 2015

Pages: 2241 - 2244

Backup Anomaly Identification with R and Hadoop

Ravindra Phule, Madhav Ingle

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 9, September 2015

Pages: 1598 - 1602

Information Acquisition Utilizing Parallel Rough Set and MapReduce from Big Information

Sachin Jadhav, Shubhangi Suryawanshi

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 4, April 2015

Pages: 2815 - 2820

Survey of Hardware Platforms Available for Big Data Analytics Using K-means Clustering Algorithm

Dr. M. Manimekalai, S. Regha

Share this Article

Survey Paper, Computer Science & Engineering, India, Volume 4 Issue 5, May 2015

Pages: 1164 - 1169

A Survey on Scalable Big Data Analytics Platform

Ravindra Phule, Madhav Ingle

Share this Article

Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 6, June 2014

Pages: 506 - 509

A Random Walk through the Dark Side of NoSQL Databases in Big Data Analytics

Kudakwashe Zvarevashe, Tatenda Trust Gotora

Share this Article

Similar Articles with Keyword 'big data platforms'

Research Paper, Computer Science & Engineering, India, Volume 5 Issue 10, October 2016

Pages: 1345 - 1350

Security Methods for Privacy Preserving and Data Sharing Over Cloud Computing and Big Data Frameworks

Kapilesh S. Swami, Dr. P Sai Kiran

Share this Article

Survey Paper, Computer Science & Engineering, India, Volume 4 Issue 5, May 2015

Pages: 1164 - 1169

A Survey on Scalable Big Data Analytics Platform

Ravindra Phule, Madhav Ingle

Share this Article

Similar Articles with Keyword 'real-time processing'

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 12, December 2015

Pages: 1883 - 1887

Lightning CEP - Designing Filter and Window Operations

Vikas Kale, Kishor Shedge

Share this Article

Survey Paper, Computer Science & Engineering, India, Volume 4 Issue 5, May 2015

Pages: 1164 - 1169

A Survey on Scalable Big Data Analytics Platform

Ravindra Phule, Madhav Ingle

Share this Article

Research Proposals or Synopsis, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014

Pages: 1219 - 1223

Lightning CEP - High Performance & Low Latency Complex Event Processor

Vikas Kale, Kishor Shedge

Share this Article
Top