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Change Point Analysis: Theory and Application

ISBN-10: 1032649046
ISBN-13: 978-1032649047
Edition: 1st
Publisher: Chapman &amp; Hall

Unlock the power of detecting structural breaks with “Change Point Analysis: Theory and Application” from The Bookish Owl. This comprehensive guide delves into this crucial statistical technique, extending its reach far beyond traditional time series to encompass biostatistics, longitudinal data, high-dimensional data, and network analysis. Explore foundational concepts with practical R examples and gain a deep understanding of the mathematical tools for single and multiple change point detection. Ideal for graduate students and researchers, this book bridges rigorous theory with real-world applications, offering essential insights for scientific research and business contexts. Discover how change point analysis can illuminate modern statistical learning and dynamic networks. An indispensable resource for anyone seeking to master data integrity and pattern identification.