Towards cloud based big data analytics for smart future cities

Journal of Cloud Computing

Volumn 4, Issue 1, 2015, Pages

  Khan, Zaheer ^a   Anjum, Ashiq ^b   Soomro, Kamran ^a   Tahir, Muhammad Atif ^c  

^a UNIVERSITY OF THE WEST OF ENGLAND   (United Kingdom)

^b UNIVERSITY OF DERBY   (United Kingdom)

^c NORTHUMBRIA UNIVERSITY   (United Kingdom)

Author keywords

Big data; Cloud computing; Data mining and analytics; Smart city

Indexed keywords

CLOUD COMPUTING; DATA MINING; DECISION MAKING; ECONOMICS; ELECTRIC SPARKS; INFORMATION MANAGEMENT; LAND USE;

DATA ANALYTICS; LARGE AMOUNTS; QUALITY OF LIFE; SERVICE ANALYSIS; SMART CITIES; SOCIO-ECONOMICS; TRANSPORT DATA; URBAN ENVIRONMENTS;

BIG DATA;

EID: 84926427942     PISSN: None     EISSN: 2192113X     Source Type: Journal    
DOI: 10.1186/s13677-015-0026-8     Document Type: Article

References (30)

1. Bandyopadhyay D, Sen J (2011) Internet of things: Applications and challenges in technology and standardization. Wirel. Pers. Commun. 58(1): 49–69.
2. Gubbi J, Buyya R, Marusic S, Palaniswami M (2013) Internet of things (iot): A vision, architectural elements, and future directions. Future Gener. Comput. Syst. 29(7): 1645–1660.
3. Ludlow D, Khan Z (2012) Participatory democracy and the governance of smart cities In: Proceedings of the 26th Annual AESOP Congress, Ankara, Turkey.
4. Khan Z, Kiani SL (2012) A cloud-based architecture for citizen services in smart cities In: ITAAC Workshop 2012, 315–320. IEEE Fifth International Conference on Utility and Cloud Computing (UCC), Chicago, IL, USA. IEEE.
5. Suciu G, Vulpe A, Halunga S, Fratu O, Todoran G, Suciu V (2013) Smart cities built on resilient cloud computing and secure internet of things In: 19th International Conference on Control Systems and Computer Science (CSCS), 513–518, Bucharest, Romania.
6. Ferguson MArchitecting A Big Data Platform for Analytics. White paper. Available online: http://public.dhe.ibm.com/common/ssi/ecm/im/en/iml14333usen/IML14333USEN.PDF, [Last accessed: 21st January, 2015].
7. Hurwitz J, Nugent A, Halper F, Kaufman M (2013) Big Data for Dummies. 1st edn. John Wiley & Sons, Inc., Hoboken, New Jersey.
8. Lu S, Li MR, Tjhi CW, Leen KK, Wang L, Li X, Ma D (2011) A framework for cloud-based large-scale data analytics and visualization: Case study on multiscale climate data In: Proceedings of the 3rd IEEE International Conference on Cloud Computing Technology and Science, Nov 29-Dec 1 2011, 618–622, Divani Caravel, Athens, Greece.
9. Burnap P, Rana O, Williams M, Housley W, Edwards A, Morgan J, Sloan L, Conejero JCOSMOS: Towards an Integrated and Scalable Service for Analysing Social Media on Demand. International Journal of Parallel, Emergent and Distributed Systems. http://orca.cf.ac.uk/59478/.
10. Ahuja PS, Moore B (2013) State of big data analysis in the cloud. Network and Communication Technologies 2(1): 62–68.
11. Qin X, Wang H, Li F, Zhou B, Cao Y, Li C, Chen H, Zhou X, Du X, Wang S (2012) Beyond simple integration of rdbms and mapreduce - paving the way toward a unified system for big data analytics: Vision and progress, pp.716–725. Second International Conference on Cloud and Green Computing, Xiangtan, China.
12. Moraru A, Mladenic D (2012) Complex event processing and data mining for smart cities In: Conference on Data Mining and Data Warehouses (SkiDD 2013), Held at the 15th International Multiconference on Information Society (IS-2012), 8th October 2012, Ljubljana, Slovenia.
13. Mutizwa-Mangiza ND, Arimah BC, Jensen I, Yemeru EA, Kinyanjui MK (2011) Cities and climate change: Global report on human settlements In: Global Report on Human Settlements, p.250. UN-HABITAT.
14. European Environment Agency (2006) Urban sprawl in Europe - the ignored challenge. Technical report, European Commission. ISBN: 92-9167-887-2, Available from: http://www.eea.europa.eu/publications/eea_report_2006_10/eea_report_10_2006.pdf [Last accessed: 21st January, 2015].
15. Khan Z, Ludlow D, McClatchey R, Anjum A (2012) An architecture for integrated intelligence in urban management using cloud computing. J Cloud Comput Appl Adv Syst Appl 1(1): 1–14. http://www.journalofcloudcomputing.com/content/1/1/1.
16. Khan Z, Pervez Z, Ghafoor A (2014) Towards cloud based smart cities data security and privacy management In: 2014 7th IEEE/ACM International Conference on Utility and Cloud Computing - SCCTSA Workshop, 8th–11th December, London, UK, 806–811.
17. IBM, Zikopoulos P, Eaton C (2011) Understanding big data: Analytics for enterprise class hadoop and streaming data. McGraw-Hill Osborne Media. http://freecomputerbooks.com/Understanding-Big-Data.html.
18. Naphade M, Banavar G, Harrison C, Paraszczak J, Morris R (2011) Smarter cities and their innovation challenges. Computer 44(6): 32–39.
19. Open Government Data. http://opengovernmentdata.org/ [Last accessed: 21st January, 2015].
20. da Silva WM, Alvaro A, Tomas GHRP, Afonso RA, Dias KL, Garcia VC (2013) Smart cities software architectures: a survey In: Proceedings of the 28th Annual ACM Symposium on Applied Computing, New York, NY, USA, pp. 1722–1727. http://jwcn.eurasipjournals.com/content/2012/1/247.
21. Nathalie M, Symeon P, Antonio P, Kishor T (2012) Combining cloud and sensors in a smart city environment. EURASIP journal on Wireless Communications and Networking247: 1–10.
22. Khan Z, Kiani SL, Soomro K (2014) A framework for cloud-based context-aware information services for citizens in smart cities. Journal of Cloud Computing Applications: Advances, Systems and Applications 3(14): 1–17.
23. Linked Data - Design Issues. http://www.w3.org/DesignIssues/LinkedData.html [Last accessed: 21st January, 2015].
24. Linked Open Data: The Essentials - A Quick Start Guide for Decision Makers. http://www.semantic-web.at/LOD-TheEssentials.pdf [Last accessed: 21st January, 2015].
25. Wu X, Zhu X, Wu G-Q, Ding W (2014) Data mining with big data. Transactions on Knowledge and Data Engineering: IEEE 26(1): 97–107.
26. Fan W, Bifet A (2012) Mining big data: current status and forecast to the future. SIGKDD Explorations: ACM 14: 1–5.
27. Lin J, Ryaboy D (2012) Scaling big data mining infrastructure: The twitter experience. SIGKDD Explorations: ACM 14: 6–19.
28. Bishop CM (2007) Pattern recognition and machine learning. Springer. http://www.springer.com/computer/image+processing/book/978-0-387-31073-2.
29. Siewert SB (2013) Big data in the cloud: Data velocity, volume, variety, veracity. IBM-Developer Works. Available from: http://www.ibm.com/developerworks/library/bd-bigdatacloud/bd-bigdatacloud-pdf.pdf [Last accessed: 21st January, 2015].
30. Ahlgren P, Jarneving B, Rousseau R (2003) Requirements for a cocitation similarity measure, with special reference to pearson’s correlation coefficient. Journal of the American Society for Information Science and Technology 54(6): 550–560.