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Learn streaming frequency approximation techniques in this data science lecture that covers fundamental definitions, sampling methodologies, and majority element identification. Explore the Misra-Gries algorithm and Count Sketch methods for efficiently processing large data streams, then delve into ItemSet frequency analysis using the A-Priori algorithm to discover frequent patterns in streaming data environments.
Syllabus
L13 - Streaming Frequency Approx.
Taught by
UofU Data Science