MIRI Seminar on Data Streams, spring 2014 edition

Slides

To be added incrementally, usually minutes before the lecture.
Also usually revised after the lecture for typos etc.
  • Lecture 1: The data stream model.Counting. Probability tools
  • Lecture 2. Frequency problems
  • Lecture 3. Finding frequent elements. The CM-sketch and applications
  • Lecture 4. Distributed sketching. Linear algebra
  • Lecture 5. Graph streams
  • Lecture 6. Time change in data streams
  • Lecture 7. Data Stream Mining. Building decision trees
  • Lecture 8. Evaluation. More predictors. Clustering
  • Lecture 9. Frequent pattern mining in data streams
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