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Created page with "== Title == Frequency Moments of Data Streams == Speaker == Brian Brubach == Abstract == Given a massive data set and limited space, what can we learn from a single pass thr..."
== Title ==
Frequency Moments of Data Streams
== Speaker ==
Brian Brubach
== Abstract ==
Given a massive data set and limited space, what can we learn from a single pass through the data? This talk will serve as an introduction to streaming algorithms for frequency moments in big data. I will present algorithms for problems such as counting the number of distinct elements in a data stream and finding high frequency elements.
The topics discussed in this talk are from Chapter 7.1 of the Hopcroft-Kannan book:
https://www.cs.cmu.edu/~venkatg/teaching/CStheory-infoage/hopcroft-kannan-feb2012.pdf
Frequency Moments of Data Streams
== Speaker ==
Brian Brubach
== Abstract ==
Given a massive data set and limited space, what can we learn from a single pass through the data? This talk will serve as an introduction to streaming algorithms for frequency moments in big data. I will present algorithms for problems such as counting the number of distinct elements in a data stream and finding high frequency elements.
The topics discussed in this talk are from Chapter 7.1 of the Hopcroft-Kannan book:
https://www.cs.cmu.edu/~venkatg/teaching/CStheory-infoage/hopcroft-kannan-feb2012.pdf