Nonparametric Kernel Density Estimation and Its Computational Aspects
暫譯: 非參數核密度估計及其計算方面

Gramacki, Artur

Nonparametric Kernel Density Estimation and Its Computational Aspects
  • 出版商: Springer
  • 出版日期: 2019-06-04
  • 售價: $6,360
  • 貴賓價: 9.5 折 $6,042
  • 語言: 英文
  • 頁數: 176
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 3319890948
  • ISBN-13: 9783319890944

    • 海外代購書籍(需單獨結帳)

商品描述

This book describes computational problems related to kernel density estimation (KDE) - one of the most important and widely used data smoothing techniques. A very detailed description of novel FFT-based algorithms for both KDE computations and bandwidth selection are presented.

The theory of KDE appears to have matured and is now well developed and understood. However, there is not much progress observed in terms of performance improvements. This book is an attempt to remedy this.

The book primarily addresses researchers and advanced graduate or postgraduate students who are interested in KDE and its computational aspects. The book contains both some background and much more sophisticated material, hence also more experienced researchers in the KDE area may find it interesting.

The presented material is richly illustrated with many numerical examples using both artificial and real datasets. Also, a number of practical applications related to KDE are presented.

商品描述(中文翻譯)

本書描述了與核密度估計（KDE）相關的計算問題，KDE 是最重要且廣泛使用的數據平滑技術之一。本書詳細介紹了基於快速傅立葉變換（FFT）的新型算法，這些算法用於 KDE 計算和帶寬選擇。

KDE 的理論似乎已經成熟，現在已經得到了良好的發展和理解。然而，在性能改進方面觀察到的進展並不多。本書旨在彌補這一點。

本書主要針對對 KDE 及其計算方面感興趣的研究人員和高級研究生或研究生。本書包含了一些背景知識以及更為複雜的材料，因此在 KDE 領域中更有經驗的研究人員也可能會覺得有趣。

所呈現的材料配有許多數值範例，使用了人工和真實數據集。此外，還介紹了一些與 KDE 相關的實際應用。

作者簡介

Artur Gramacki is an assistant professor at the Institute of Control and Computation Engineering of the University of Zielona Góra, Poland. His main interests cover general exploratory data analysis, while recently he has focused on parametric and nonparametric statistics as well as kernel density estimation, especially its computational aspects. In his career, he has also been involved in many projects related to the design and implementation of commercial database systems, mainly using Oracle RDBMS. He is a keen supporter of the R Project for Statistical Computing, which he tries to use both in his research and teaching activities.


作者簡介(中文翻譯)

阿圖爾·格拉馬基（Artur Gramacki）是波蘭齊隆納·古拉大學（University of Zielona Góra）控制與計算工程研究所的助理教授。他的主要研究興趣涵蓋一般的探索性數據分析，最近則專注於參數統計和非參數統計，以及核密度估計，特別是其計算方面。在他的職業生涯中，他也參與了許多與商業數據庫系統的設計和實施相關的項目，主要使用 Oracle RDBMS。他是 R Project for Statistical Computing 的熱心支持者，並試圖在他的研究和教學活動中使用該項目。

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