Requirements and Challenges for Big Data Architectures

Babak Akhgar (Editor), Gregory B Saathoff (Editor), Hamid R Arabnia (Editor), Richard Hill, Andrew Staniforth (Editor), Petra Saskia Bayerl (Editor), John Panneerselvam, Lu Liu, Richard Hill

Research output: Chapter in Book/Report/Conference proceedingChapter

Abstract

Abstract Big data analytics encompass the integration of a range of techniques while deploying and using this technology in practice. The processing requirements of big data span across multiple machines with the seamless integration of a large range of subsystems functioning in a distributed fashion. Because we witness the processing requirements of big data exceeding the capabilities of most current machines, building up such a huge processing architecture involves several challenges in terms of both the hardware and software deployments. Understanding the analytics assets across the underpinning core technologies will add additional values, while driving innovation and insights with big data. This chapter is structured to showcase the challenges and requirements of a big data processing infrastructure and also gives an overview of the core technologies and considerations involved in the concept of big data processing.
Original languageEnglish
Title of host publicationApplication of Big Data for National Security
EditorsBabak Akhgar, Gregory B Saathoff, Hamid R Arabnia, Richard Hill, Andrew Staniforth, Petra Saskia Bayerl
PublisherButterworth-Heinemann
Pages131-139
Number of pages9
EditionFirst
ISBN (Print)9780128019672
DOIs
Publication statusPublished - 2015

Publication series

NameApplication of Big Data for National Security

Fingerprint

Processing
Big data
Innovation
Hardware

Cite this

Akhgar, B. (Ed.), Saathoff, G. B. (Ed.), Arabnia, H. R. (Ed.), Hill, R., Staniforth, A. (Ed.), Bayerl, P. S. (Ed.), ... Hill, R. (2015). Requirements and Challenges for Big Data Architectures. In B. Akhgar, G. B. Saathoff, H. R. Arabnia, R. Hill, A. Staniforth, & P. S. Bayerl (Eds.), Application of Big Data for National Security (First ed., pp. 131-139). (Application of Big Data for National Security). Butterworth-Heinemann. https://doi.org/10.1016/B978-0-12-801967-2.00009-4
Akhgar, Babak (Editor) ; Saathoff, Gregory B (Editor) ; Arabnia, Hamid R (Editor) ; Hill, Richard ; Staniforth, Andrew (Editor) ; Bayerl, Petra Saskia (Editor) ; Panneerselvam, John ; Liu, Lu ; Hill, Richard. / Requirements and Challenges for Big Data Architectures. Application of Big Data for National Security. editor / Babak Akhgar ; Gregory B Saathoff ; Hamid R Arabnia ; Richard Hill ; Andrew Staniforth ; Petra Saskia Bayerl. First. ed. Butterworth-Heinemann, 2015. pp. 131-139 (Application of Big Data for National Security).
@inbook{4ed941c36596499e9537f820d795bd33,
title = "Requirements and Challenges for Big Data Architectures",
abstract = "Abstract Big data analytics encompass the integration of a range of techniques while deploying and using this technology in practice. The processing requirements of big data span across multiple machines with the seamless integration of a large range of subsystems functioning in a distributed fashion. Because we witness the processing requirements of big data exceeding the capabilities of most current machines, building up such a huge processing architecture involves several challenges in terms of both the hardware and software deployments. Understanding the analytics assets across the underpinning core technologies will add additional values, while driving innovation and insights with big data. This chapter is structured to showcase the challenges and requirements of a big data processing infrastructure and also gives an overview of the core technologies and considerations involved in the concept of big data processing.",
keywords = "Acquisition, Analysis, Deployment, Extract, Integration, Organization",
author = "Babak Akhgar and Saathoff, {Gregory B} and Arabnia, {Hamid R} and Richard Hill and Andrew Staniforth and Bayerl, {Petra Saskia} and John Panneerselvam and Lu Liu and Richard Hill",
year = "2015",
doi = "10.1016/B978-0-12-801967-2.00009-4",
language = "English",
isbn = "9780128019672",
series = "Application of Big Data for National Security",
publisher = "Butterworth-Heinemann",
pages = "131--139",
editor = "Babak Akhgar and Saathoff, {Gregory B} and Arabnia, {Hamid R} and Richard Hill and Andrew Staniforth and Bayerl, {Petra Saskia}",
booktitle = "Application of Big Data for National Security",
edition = "First",

}

Akhgar, B (ed.), Saathoff, GB (ed.), Arabnia, HR (ed.), Hill, R, Staniforth, A (ed.), Bayerl, PS (ed.), Panneerselvam, J, Liu, L & Hill, R 2015, Requirements and Challenges for Big Data Architectures. in B Akhgar, GB Saathoff, HR Arabnia, R Hill, A Staniforth & PS Bayerl (eds), Application of Big Data for National Security. First edn, Application of Big Data for National Security, Butterworth-Heinemann, pp. 131-139. https://doi.org/10.1016/B978-0-12-801967-2.00009-4

Requirements and Challenges for Big Data Architectures. / Akhgar, Babak (Editor); Saathoff, Gregory B (Editor); Arabnia, Hamid R (Editor); Hill, Richard; Staniforth, Andrew (Editor); Bayerl, Petra Saskia (Editor); Panneerselvam, John; Liu, Lu; Hill, Richard.

Application of Big Data for National Security. ed. / Babak Akhgar; Gregory B Saathoff; Hamid R Arabnia; Richard Hill; Andrew Staniforth; Petra Saskia Bayerl. First. ed. Butterworth-Heinemann, 2015. p. 131-139 (Application of Big Data for National Security).

Research output: Chapter in Book/Report/Conference proceedingChapter

TY - CHAP

T1 - Requirements and Challenges for Big Data Architectures

AU - Hill, Richard

AU - Panneerselvam, John

AU - Liu, Lu

AU - Hill, Richard

A2 - Akhgar, Babak

A2 - Saathoff, Gregory B

A2 - Arabnia, Hamid R

A2 - Staniforth, Andrew

A2 - Bayerl, Petra Saskia

A2 - Akhgar, Babak

A2 - Saathoff, Gregory B

A2 - Arabnia, Hamid R

A2 - Hill, Richard

A2 - Staniforth, Andrew

A2 - Bayerl, Petra Saskia

PY - 2015

Y1 - 2015

N2 - Abstract Big data analytics encompass the integration of a range of techniques while deploying and using this technology in practice. The processing requirements of big data span across multiple machines with the seamless integration of a large range of subsystems functioning in a distributed fashion. Because we witness the processing requirements of big data exceeding the capabilities of most current machines, building up such a huge processing architecture involves several challenges in terms of both the hardware and software deployments. Understanding the analytics assets across the underpinning core technologies will add additional values, while driving innovation and insights with big data. This chapter is structured to showcase the challenges and requirements of a big data processing infrastructure and also gives an overview of the core technologies and considerations involved in the concept of big data processing.

AB - Abstract Big data analytics encompass the integration of a range of techniques while deploying and using this technology in practice. The processing requirements of big data span across multiple machines with the seamless integration of a large range of subsystems functioning in a distributed fashion. Because we witness the processing requirements of big data exceeding the capabilities of most current machines, building up such a huge processing architecture involves several challenges in terms of both the hardware and software deployments. Understanding the analytics assets across the underpinning core technologies will add additional values, while driving innovation and insights with big data. This chapter is structured to showcase the challenges and requirements of a big data processing infrastructure and also gives an overview of the core technologies and considerations involved in the concept of big data processing.

KW - Acquisition

KW - Analysis

KW - Deployment

KW - Extract

KW - Integration

KW - Organization

U2 - 10.1016/B978-0-12-801967-2.00009-4

DO - 10.1016/B978-0-12-801967-2.00009-4

M3 - Chapter

SN - 9780128019672

T3 - Application of Big Data for National Security

SP - 131

EP - 139

BT - Application of Big Data for National Security

PB - Butterworth-Heinemann

ER -

Akhgar B, (ed.), Saathoff GB, (ed.), Arabnia HR, (ed.), Hill R, Staniforth A, (ed.), Bayerl PS, (ed.) et al. Requirements and Challenges for Big Data Architectures. In Akhgar B, Saathoff GB, Arabnia HR, Hill R, Staniforth A, Bayerl PS, editors, Application of Big Data for National Security. First ed. Butterworth-Heinemann. 2015. p. 131-139. (Application of Big Data for National Security). https://doi.org/10.1016/B978-0-12-801967-2.00009-4