Kernel Smoothing

Kernel Smoothing

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Jan 1, 1995 · 英語 · 精裝書 (226 頁數)
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書籍詳情

格式 精裝書
頁數 226
語言 英語
已出版 Jan 1, 1995
出版商 Chapman and Hall/CRC
ISBN-10 0412552701
ISBN-13 9780412552700

描述

Kernel smoothing is a robust technique that offers a way to extract meaningful patterns from complex data sets. This methodology focuses on understanding the underlying structure of data by utilizing statistical functions that provide a smooth estimate of the relationship between variables. By applying kernel functions, the authors delve into how this approach can enhance analytical precision and facilitate clearer data interpretation.

M.P. Wand and M.C. Jones explore various applications of kernel smoothing, highlighting its versatility across different fields including economics, biology, and engineering. Through a mathematical foundation, the work demonstrates how kernel smoothing can effectively manage the challenges posed by noise and irregularities in data, presenting methods that can adapt to various scenarios.

The authors provide insights into both the theoretical and practical aspects of kernel smoothing. Readers will appreciate the balance of detailed explanations and illustrative examples, making complex concepts accessible. The book serves as a valuable resource for researchers and practitioners looking to refine their data analysis techniques and uncover the richness of information hidden within their data sets.
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