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Summer School 2007

MADALGO Summer School on Data Stream Algorithms, August 20-23 2007, Aarhus University, Denmark

Lectures, MADALGO Summer School 2007


The area of data stream algorithms has experienced a tremendous growth over the last decade; computing over continuous streams of data using only a limited amount of memory has become of key importance in many applications, including analysis of massive data sets and network monitoring. At the same time, the area has been enriched by the discovery of strong connections to other fields, such as randomized dimensionality reduction, metric embeddings, communication complexity and compressed sensing.

Goals and topics

The goal of the summer school was to provide an in-depth introduction to some of the key issues in data stream computing, with the emphasis on theoretical tools for designing and analyzing efficient data stream algorithms. Specific topics include:

  • Algorithms for metric and geometric data streams
  • Randomized sketching and compressed sensing
  • Histograms, norms and other statistics of data streams
  • Algorithms for ordered data
  • Lower bounds and communication complexity


  • Ravi Kumar (Yahoo!)
  • Sudipto Guha (U. Penn)
  • Martin Strauss (U. Michigan)
  • Piotr Indyk (MIT)
  • T.S. Jayram (IBM Almaden)


The summer school took place on August 20-23, 2007 at Center for Massive Data Algorithmics (MADALGO) in the Department of Computer Science, University of Aarhus, Denmark.

The school was targeted at graduate students, as well as researchers interested in an in-depth introduction to data stream algorithmics.

Registration was free; handouts, coffee breaks, lunches and a dinner were provided by MADALGO and the University of Aarhus.

Organizing committee

  • Lars Arge (MADALGO, Aarhus)
  • Gerth S. Brodal (MADALGO, Aarhus)
  • Piotr Indyk (MADALGO, MIT)
  • Else Magård (MADALGO, Aarhus)


Center for MAssive Data ALGOrithmics, is a major new basic research center funded by the Danish National Research Foundation. The center is located at the Department of Computer Science, University of Aarhus, Denmark, but also includes researchers at CSAIL, Massachusetts Institute of Technology, USA, and at the Max Planck Institute for Informatics, Germany. The center covers all areas of the design, analysis and implementation of algorithms and data structures for processing massive data (interpreted broadly to cover computations where data is large compared to the computational resources), but initial focus will mainly be on I/O-efficient, cache-oblivious and data stream algorithms.