REFERENCES

Trends and perspectives

  • Beyond just big data, http://spectrum.ieee.org/computing/software/beyond-just-big-data
  • H. V. Jagadish, Johannes Gehrke, Alexandros Labrinidis, Yannis Papakonstantinou, Jignesh M. Patel, Raghu Ramakrishnan, Cyrus Shahabi, Big Data and Its Technical Challenges, Communications of the ACM, Vol. 57 No. 7, Pages 86-94

Big Data (Analytics) Architectures

  • Borkar, Vinayak, Michael J. Carey, and Chen Li. “Inside Big Data management: ogres, onions, or parfaits?.” Proceedings of the 15th international conference on extending database technology. ACM, 2012.
  • Alsubaiee, Sattam, et al. “ASTERIX: an open source system for big data management and analysis.” Proceedings of the VLDB Endowment 5.12 (2012): 1898-1901.
  • Borkar, Vinayak R., Michael J. Carey, and Chen Li. “Big data platforms: what’s next?.” XRDS: Crossroads, The ACM Magazine for Students 19.1 (2012): 44-49.
  • Franklin, Michael. “Making sense of big data with the Berkeley data analytics stack.” Proceedings of the Eighth ACM International Conference on Web Search and Data Mining. ACM, 2015.
  • Subasu, I., Ziegler, P., & Dittrich, K. R. (2007). Towards service-based data management systems. In Datenbanksysteme in Business, Technologie und Web (BTW 2007), Workshop Proceedings (pp. 3-86130).
  • Dittrich, Klaus R., and Andreas Geppert, eds. Component database systems. Morgan Kaufmann, 2000

Analytics of massive data

  • Albert-László Barabási, Network Science, Cambridge University Press, September 2016
  • Leskovec, Jure, Anand Rajaraman, and Jeffrey David Ullman. Mining of massive datasets. Cambridge University Press, 2014.
  • Olston, Christopher, et al. “Pig latin: a not-so-foreign language for data processing.” Proceedings of the 2008 ACM SIGMOD international conference on Management of data. ACM, 2008.

Parallel programming models & environments

  • Rauber, Thomas, and Gudula Rünger. “Parallel programming models.” Parallel Programming. Springer Berlin Heidelberg, 2013. 105-167.
  • Dean, Jeffrey, and Sanjay Ghemawat. “MapReduce: simplified data processing on large clusters.” Communications of the ACM 51.1 (2008): 107-113.
  • White, Tom. Hadoop: The definitive guide. ” O’Reilly Media, Inc.”, 2012.