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2015 | OriginalPaper | Buchkapitel

The Role of Cloud Computing Architecture in Big Data

verfasst von : Mehdi Bahrami, Mukesh Singhal

Erschienen in: Information Granularity, Big Data, and Computational Intelligence

Verlag: Springer International Publishing

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Abstract

In this data-driven society, we are collecting a massive amount of data from people, actions, sensors, algorithms and the web; handling “Big Data” has become a major challenge. A question still exists regarding when data may be called big data. How large is big data? What is the correlation between big data and business intelligence? What is the optimal solution for storing, editing, retrieving, analyzing, maintaining, and recovering big data? How can cloud computing help in handling big data issues? What is the role of a cloud architecture in handling big data? How important is big data in business intelligence? This chapter attempts to answer these questions. First, we review a definition of big data. Second, we describe the important challenges of storing, analyzing, maintaining, recovering and retrieving a big data. Third, we address the role of Cloud Computing Architecture as a solution for these important issues that deal with big data. We also discuss the definition and major features of cloud computing systems. Then we explain how cloud computing can provide a solution for big data with cloud services and open-source cloud software tools for handling big data issues. Finally, we explain the role of cloud architecture in big data, the role of major cloud service layers in big data, and the role of cloud computing systems in handling big data in business intelligence models.

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Fußnoten
1
International Data Corporation (IDC) is an American market research, analysis and advisory firm specializing in information technology, telecommunications, and consumer technology.
 
Literatur
1.
Zurück zum Zitat Matheson, D., Matheson, J.E.: The Smart Organization: Creating Value Through Strategic R&D. Harvard Business Press, Boston (1998) Matheson, D., Matheson, J.E.: The Smart Organization: Creating Value Through Strategic R&D. Harvard Business Press, Boston (1998)
2.
Zurück zum Zitat Manyika, J., et al.: Big data: the next frontier for innovation, competition, and productivity (2011) Manyika, J., et al.: Big data: the next frontier for innovation, competition, and productivity (2011)
3.
Zurück zum Zitat Buscema, M., et al.: Auto-contractive maps: an artificial adaptive system for data mining. An application to Alzheimer disease. Curr. Alzheimer Res. 5(5), 481–498 (2008) Buscema, M., et al.: Auto-contractive maps: an artificial adaptive system for data mining. An application to Alzheimer disease. Curr. Alzheimer Res. 5(5), 481–498 (2008)
4.
Zurück zum Zitat Howe, D., et al. Big data: the future of biocuration. Nature 455(7209) 47–50 (2008) Howe, D., et al. Big data: the future of biocuration. Nature 455(7209) 47–50 (2008)
6.
Zurück zum Zitat Wilson, L.A.: Survey on big data gathers input from materials community. MRS Bull. 38(09), 751–753 (2013)CrossRef Wilson, L.A.: Survey on big data gathers input from materials community. MRS Bull. 38(09), 751–753 (2013)CrossRef
7.
Zurück zum Zitat Tan, W., et al. Social-network-sourced big data analytics. IEEE Internet Comput 17(5), 62–69 (2013) Tan, W., et al. Social-network-sourced big data analytics. IEEE Internet Comput 17(5), 62–69 (2013)
8.
Zurück zum Zitat Huang, J., Wu, K., Leong, L.K., Ma, S., Moh, M.: A tunable workflow scheduling algorithm based on particle swarm optimization for cloud computing. Int. J. Soft Comput. Softw. Eng. [JSCSE] 3(3), 351–358 (2013) Huang, J., Wu, K., Leong, L.K., Ma, S., Moh, M.: A tunable workflow scheduling algorithm based on particle swarm optimization for cloud computing. Int. J. Soft Comput. Softw. Eng. [JSCSE] 3(3), 351–358 (2013)
16.
Zurück zum Zitat Davenport, T.H., Dyche, J.: Big data in big companies, SAS (2013) Davenport, T.H., Dyche, J.: Big data in big companies, SAS (2013)
17.
Zurück zum Zitat Fairhurst, P.: Big data and HR analytics. IES Perspect. HR 2014, 7 (2014) Fairhurst, P.: Big data and HR analytics. IES Perspect. HR 2014, 7 (2014)
18.
Zurück zum Zitat McAfee, A., Brynjolfsson, E.: Big data: the management revolution. Harvard Business Rev. 90(10), 60–66 (2012) McAfee, A., Brynjolfsson, E.: Big data: the management revolution. Harvard Business Rev. 90(10), 60–66 (2012)
19.
Zurück zum Zitat Jacob, A.: The pathologies of big data. Commun. ACM 52(8), 36–44 (2009)CrossRef Jacob, A.: The pathologies of big data. Commun. ACM 52(8), 36–44 (2009)CrossRef
20.
Zurück zum Zitat Gewin, V.: The new networking nexus. Nature 451(7181), 1024–1025 (2008)CrossRef Gewin, V.: The new networking nexus. Nature 451(7181), 1024–1025 (2008)CrossRef
21.
24.
Zurück zum Zitat Siegel, C.F.: Introducing marketing students to business intelligence using project-based learning on the world wide web. J. Mark. Edu. 22(2), 90–98 (2000)CrossRef Siegel, C.F.: Introducing marketing students to business intelligence using project-based learning on the world wide web. J. Mark. Edu. 22(2), 90–98 (2000)CrossRef
25.
Zurück zum Zitat Berner, E.S.: Clinical Decision Support Systems. Springer Science + Business Media, LLC (2007) Berner, E.S.: Clinical Decision Support Systems. Springer Science + Business Media, LLC (2007)
26.
Zurück zum Zitat Marx, V.: Biology: the big challenges of big data. Nature 498(7453), 255–260 (2013)CrossRef Marx, V.: Biology: the big challenges of big data. Nature 498(7453), 255–260 (2013)CrossRef
27.
Zurück zum Zitat Liu, F., et al.: NIST cloud computing reference architecture. NIST special publication 500, 292 (2011) Liu, F., et al.: NIST cloud computing reference architecture. NIST special publication 500, 292 (2011)
28.
Zurück zum Zitat Singhal, M.: A client-centric approach to interoperable clouds. Int. J. Soft Comput. Softw. Eng. [JSCSE] 3(3), 3–4 (2013) Singhal, M.: A client-centric approach to interoperable clouds. Int. J. Soft Comput. Softw. Eng. [JSCSE] 3(3), 3–4 (2013)
29.
Zurück zum Zitat Cartier, C., Paynetitle, T.: Optical carrier levels (OCx). Retrieved 24 Jan 2014 (2001) Cartier, C., Paynetitle, T.: Optical carrier levels (OCx). Retrieved 24 Jan 2014 (2001)
30.
Zurück zum Zitat Rittinghouse, J.W., James F.R.: Cloud computing: implementation, management, and security. CRC Press, Boca Raton (2009) Rittinghouse, J.W., James F.R.: Cloud computing: implementation, management, and security. CRC Press, Boca Raton (2009)
31.
Zurück zum Zitat Pedrycz, W.: Granular Computing: Analysis and Design of Intelligent Systems. CRC Press/Francis Taylor, Boca Raton (2013)CrossRef Pedrycz, W.: Granular Computing: Analysis and Design of Intelligent Systems. CRC Press/Francis Taylor, Boca Raton (2013)CrossRef
32.
Zurück zum Zitat Bessis, N., et al.: The big picture, from grids and clouds to crowds: a data collective computational intelligence case proposal for managing disasters. In: International Conference on P2P, Parallel, Grid, Cloud and Internet Computing (3PGCIC), 2010 IEEE, New York (2010) Bessis, N., et al.: The big picture, from grids and clouds to crowds: a data collective computational intelligence case proposal for managing disasters. In: International Conference on P2P, Parallel, Grid, Cloud and Internet Computing (3PGCIC), 2010 IEEE, New York (2010)
33.
Zurück zum Zitat Cudré-Mauroux, P., et al.: A demonstration of SciDB: a science-oriented DBMS. Proc. VLDB Endowment 2(2), 1534–1537 (2009) Cudré-Mauroux, P., et al.: A demonstration of SciDB: a science-oriented DBMS. Proc. VLDB Endowment 2(2), 1534–1537 (2009)
34.
Zurück zum Zitat Bargiela, A., Witold, P.: Granular Computing: An Introduction. Springer, Berlin (2003) Bargiela, A., Witold, P.: Granular Computing: An Introduction. Springer, Berlin (2003)
35.
Zurück zum Zitat Xu, M., et al.: Cloud computing boosts business intelligence of telecommunication industry. In: Cloud Computing. Springer, Berlin Heidelberg, pp. 224–231 (2009) Xu, M., et al.: Cloud computing boosts business intelligence of telecommunication industry. In: Cloud Computing. Springer, Berlin Heidelberg, pp. 224–231 (2009)
36.
Zurück zum Zitat Zorrilla, M., García-Saiz, D.: A service oriented architecture to provide data mining services for non-expert data miners. Decis. Support Syst. 55(1), 399–411 (2013)CrossRef Zorrilla, M., García-Saiz, D.: A service oriented architecture to provide data mining services for non-expert data miners. Decis. Support Syst. 55(1), 399–411 (2013)CrossRef
37.
Zurück zum Zitat Accorsi, R.: Business process as a service: chances for remote auditing. In: IEEE 35th Annual Computer Software and Applications Conference Workshops (COMPSACW), 2011. IEEE, New York (2011) Accorsi, R.: Business process as a service: chances for remote auditing. In: IEEE 35th Annual Computer Software and Applications Conference Workshops (COMPSACW), 2011. IEEE, New York (2011)
38.
Zurück zum Zitat Hunger, J.: Business Intelligence as a Service. GRIN Verlag (2010) Hunger, J.: Business Intelligence as a Service. GRIN Verlag (2010)
39.
Zurück zum Zitat Tsai, W.-T., Li, W., Sarjoughian, H., Shao, Q.: SimSaaS: simulation software-as-a-service. In Proceedings of the 44th Annual Simulation Symposium (ANSS ‘11). Society for Computer Simulation International, San Diego, CA, USA, pp. 77–86 (2011) Tsai, W.-T., Li, W., Sarjoughian, H., Shao, Q.: SimSaaS: simulation software-as-a-service. In Proceedings of the 44th Annual Simulation Symposium (ANSS ‘11). Society for Computer Simulation International, San Diego, CA, USA, pp. 77–86 (2011)
40.
Zurück zum Zitat Candea, G., Stefan, B., Cristian Z.: Automated software testing as a service. In: Proceedings of the 1st ACM symposium on Cloud computing. ACM (2010) Candea, G., Stefan, B., Cristian Z.: Automated software testing as a service. In: Proceedings of the 1st ACM symposium on Cloud computing. ACM (2010)
41.
Zurück zum Zitat Chen, Y., Du, Z., García-Acosta, M.: Robot as a service in cloud computing. In: Fifth IEEE International Symposium on Service Oriented System Engineering (SOSE), 2010 IEEE, New York (2010) Chen, Y., Du, Z., García-Acosta, M.: Robot as a service in cloud computing. In: Fifth IEEE International Symposium on Service Oriented System Engineering (SOSE), 2010 IEEE, New York (2010)
42.
Zurück zum Zitat Itani, W., Ayman, K., Ali C.: Privacy as a service: privacy-aware data storage and processing in cloud computing architectures. In: Eighth IEEE International Conference on Dependable, Autonomic and Secure Computing, 2009. DASC’09. IEEE, New York (2009) Itani, W., Ayman, K., Ali C.: Privacy as a service: privacy-aware data storage and processing in cloud computing architectures. In: Eighth IEEE International Conference on Dependable, Autonomic and Secure Computing, 2009. DASC’09. IEEE, New York (2009)
43.
Zurück zum Zitat Foster, I., Tuecke, S.: Describing the elephant: the different faces of IT as service. Queue 3(6), 26–29 (2005)CrossRef Foster, I., Tuecke, S.: Describing the elephant: the different faces of IT as service. Queue 3(6), 26–29 (2005)CrossRef
44.
Zurück zum Zitat Stanik, A., Matthias, H., Odej, K.: Hardware as a service (HaaS): the completion of the cloud stack. In: 8th International Conference on Computing Technology and Information Management (ICCM), vol. 2. IEEE, New York (2012) Stanik, A., Matthias, H., Odej, K.: Hardware as a service (HaaS): the completion of the cloud stack. In: 8th International Conference on Computing Technology and Information Management (ICCM), vol. 2. IEEE, New York (2012)
45.
Zurück zum Zitat Curino, C., et al.: Relational cloud: a database-as-a-service for the cloud (2011) Curino, C., et al.: Relational cloud: a database-as-a-service for the cloud (2011)
46.
Zurück zum Zitat Truong, H.-L., Schahram, D.: On analyzing and specifying concerns for data as a service. In: Services Computing Conference, 2009. APSCC 2009. IEEE Asia-Pacific. IEEE (2009) Truong, H.-L., Schahram, D.: On analyzing and specifying concerns for data as a service. In: Services Computing Conference, 2009. APSCC 2009. IEEE Asia-Pacific. IEEE (2009)
47.
Zurück zum Zitat Zibin, Z.; Jieming, Z., Lyu, M.R.: Service-generated big data and big data-as-a-service: an overview. In: IEEE International Congress on Big Data (BigData Congress), 2013, p. 403, 410, 27 June 2013–2 July 2013 Zibin, Z.; Jieming, Z., Lyu, M.R.: Service-generated big data and big data-as-a-service: an overview. In: IEEE International Congress on Big Data (BigData Congress), 2013, p. 403, 410, 27 June 2013–2 July 2013
48.
Zurück zum Zitat Doelitzscher, F., et al.: Private cloud for collaboration and e-Learning services: from IaaS to SaaS. Computing 91(1), 23–42 (2011) Doelitzscher, F., et al.: Private cloud for collaboration and e-Learning services: from IaaS to SaaS. Computing 91(1), 23–42 (2011)
50.
Zurück zum Zitat Juve, G., et al.: Scientific workflow applications on Amazon EC2. In: 5th IEEE International Conference on E-Science Workshops, 2009. IEEE, New York (2009) Juve, G., et al.: Scientific workflow applications on Amazon EC2. In: 5th IEEE International Conference on E-Science Workshops, 2009. IEEE, New York (2009)
51.
Zurück zum Zitat Bahrami, M.: Cloud template, a big data solution. J. Soft Comput. Softw. Eng. 3(2), 13–17 (2013)MathSciNet Bahrami, M.: Cloud template, a big data solution. J. Soft Comput. Softw. Eng. 3(2), 13–17 (2013)MathSciNet
Metadaten
Titel
The Role of Cloud Computing Architecture in Big Data
verfasst von
Mehdi Bahrami
Mukesh Singhal
Copyright-Jahr
2015
DOI
https://doi.org/10.1007/978-3-319-08254-7_13