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Focusing on the practical applications of continued fractions, this book bridges classical theory with modern numerical techniques and computer science. It aims to make the material accessible to students and scientists, highlighting the relevance of continued fractions in contemporary issues like signal processing, sparse recovery, and filter design. By integrating classical recursive methods with various mathematical problems, it offers a fresh perspective that emphasizes the utility of traditional mathematics in addressing current challenges.