Advances in Shrinkage and Penalized Estimation Strategies: Honoring the Contributions of Professor A. K. MD. Ehsanes Saleh
暫譯: 收縮與懲罰估計策略的進展：致敬 A. K. MD. Ehsanes Saleh 教授的貢獻

Arashi, Mohammad, Norouzirad, Mina

Advances in Shrinkage and Penalized Estimation Strategies: Honoring the Contributions of Professor A. K. MD. Ehsanes Saleh
  • 出版商: Springer
  • 出版日期: 2026-02-18
  • 售價: $10,160
  • 貴賓價: 9.5 折 $9,652
  • 語言: 英文
  • 頁數: 657
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 3031940490
  • ISBN-13: 9783031940491
  • 相關分類: 機率統計學 Probability-and-statistics

    • 海外代購書籍(需單獨結帳)

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商品描述

This book is a tribute to Professor A. K. Md. Ehsanes Saleh, a distinguished figure in the field of statistics known for his pioneering work, including the development of the "Preliminary Test Approach to Shrinkage Estimation". Although Professor Saleh passed away in September 2023, his legacy will live on through this special volume that explores penalized approaches for statistical analysis and recent developments in shrinkage methods. Covering regression modeling, robust estimation, machine learning, and high-dimensional data analytics, this volume bridges theoretical advancements with practical applications of these methodologies.

In addition to introducing novel research and viewpoints, the book seeks to encourage dialogue among experienced practitioners in the field. This resource is specifically designed for researchers, statisticians, or data science professionals seeking ways to improve their comprehension and application of these methods.

商品描述(中文翻譯)

本書是對統計學領域傑出人物 A. K. Md. Ehsanes Saleh 教授的致敬，他以開創性的工作而聞名，包括發展「收縮估計的初步測試方法」。儘管 Saleh 教授於 2023 年 9 月去世，但他的遺產將透過這本特別的書籍延續，該書探討了統計分析中的懲罰性方法及收縮方法的最新發展。本書涵蓋了迴歸建模、穩健估計、機器學習和高維數據分析，將理論進展與這些方法的實際應用相結合。

除了介紹新穎的研究和觀點外，本書還旨在促進該領域經驗豐富的從業者之間的對話。這本資源專為研究人員、統計學家或數據科學專業人士設計，旨在幫助他們改善對這些方法的理解和應用。

作者簡介

Mohammad Arashi is a Full Professor at Ferdowsi University of Mashhad, Iran and Extraordinary Professor and C2 rate researcher at University of Pretoria, South Africa. He has won several prestigious (inter)national awards and has published over 165 articles in accredited journals and co-authored 5 books. His research interest include Shrinkage and Penalized Estimation, High-Dimensional Analysis, Nonparametric Statistics, and Distribution Theory. He is an International Statistical Institute elected member.

Mina Norouzirad is a researcher in Statistics at the Center for Mathematics and Applications (NovaMath), holding a Ph.D. from Shahrood University of Technology, Iran. Previously, she served as a Postdoctoral Fellow at NovaMath, Universidade NOVA de Lisboa, Portugal. Dr. Norouzirad has authored several peer-reviewed publications and co-authored 1 book. Her expertise centers on innovative methodologies for statistical modeling, specializing in Shrinkage, Robust Regression, High-dimensional Analysis, and Machine Learning.

作者簡介(中文翻譯)

Mohammad Arashi 是伊朗馬什哈德的費爾多西大學的全職教授，以及南非比勒陀利亞大學的特聘教授和 C2 級研究員。他獲得了幾個著名的（國際）獎項，並在認可的期刊上發表了超過 165 篇文章，並共同撰寫了 5 本書籍。他的研究興趣包括收縮與懲罰估計、高維分析、非參數統計和分佈理論。他是國際統計學會的當選會員。

Mina Norouzirad 是數學與應用中心（NovaMath）的統計研究員，擁有伊朗沙赫魯德科技大學的博士學位。她曾在葡萄牙新里斯本大學的 NovaMath 擔任博士後研究員。Norouzirad 博士已發表多篇經過同行評審的出版物，並共同撰寫了 1 本書籍。她的專長集中在統計建模的創新方法，專注於收縮、穩健回歸、高維分析和機器學習。

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