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Related Courses offered Elsewhere

General Big Data

Infrastructure for Big Data Processing/ Cloud Computing

MapReduce and other Big Data Processing Platforms

Mining Massive Graphs and Graph-based Processing Platforms

  • [PowerLaw] Zipf, Power-Laws and Pareto: A Ranking Tutorial, by L. Adamic, http://www.hpl.hp.com/research/idl/papers/ranking/ranking.html

  • [Pregel] G. Malewicz et al, “Pregel: A System for Large-Scale Graph Processing,” ACM SIGMOD 2010.

  • [GraphLab] GraphLab: Large-scale Machine Learning on Graphs, http://graphlab.org

  • [GraphLab2] Carlos Guestrin et al, “GraphLab 2: Parallel Machine Learning for Large-Scale Natural Graphs,” NIPS Big Learning Workshop 2011.

  • [GraphLab1] Yucheng Low, Joseph Gonzalez et al, “GraphLab: A New Framework for Parallel Machine Learning,” UAI 2010.

  • [PowerGraph] Joseph Gonzalez et al, “PowerGraph: Distributed Graph-Parallel Computation on Natural Graphs,” OSDI 2012.

Data Stream Processing Algorithms

High-level Big Data Query Language/ Processing Systems

Big Data processing Architectures in the Real-World