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Wavelets: A Concise Guide by Amir-Homayoon Najmi (Paperback, 2012)
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The discrete wavelet transform has remarkable multi-resolution and energy-compaction properties. Amir-Homayoon Najmi's introduction to wavelet theory explains this mathematical concept clearly and succinctly.