High Performance Discovery in Time Series

A survey of concepts and techniques for describing and analyzing large-scale time-series data streams. It covers such topics as algorithms for query by humming, gamma-ray burst detection, pairs trading, and density detection. It includes descriptions of wavelets, fast Fourier transforms, and sketches as they apply to time-series analysis.