Analytics Modeling in Reliability and Machine Learning and Its Applications
暫譯: 可靠性與機器學習中的分析建模及其應用
Pham, Hoang
- 出版商: Springer
- 出版日期: 2025-01-21
- 售價: $6,220
- 貴賓價: 9.5 折 $5,909
- 語言: 英文
- 頁數: 349
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 3031726359
- ISBN-13: 9783031726354
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相關分類:
Machine Learning
海外代購書籍(需單獨結帳)
商品描述
This book presents novel research and application chapters on topics in reliability, statistics, and machine learning. It has an emphasis on analytical models and techniques and practical applications in reliability engineering, data science, manufacturing, health care, and industry using machine learning, AI, optimization, and other computational methods.
Today, billions of people are connected to each other through their mobile devices. Data is being collected and analysed more than ever before. The era of big data through machine learning algorithms, statistical inference, and reliability computing in almost all applications has resulted in a dramatic shift in the past two decades. Data analytics in business, finance, and industry is vital. It helps organizations and business to achieve better results and fact-based decision-making in all aspects of life.
The book offers a broad picture of current research on the analytics modeling and techniques and its applications in industry. Topics include:
l Reliability modeling and methods.
l Software reliability engineering.
l Maintenance modeling and policies.
l Statistical feature selection.
l Big data modeling.
l Machine learning: models and algorithms.
l Data-driven models and decision-making methods.
l Applications and case studies in business, health care, and industrial systems.
Postgraduates, researchers, professors, scientists, engineers, and practitioners in reliability engineering and management, machine learning engineering, data science, operations research, industrial and systems engineering, statistics, computer science and engineering, mechanical engineering, and business analytics will find in this book state-of-the-art analytics, modeling and methods in reliability and machine learning.
商品描述(中文翻譯)
本書介紹了有關可靠性、統計學和機器學習的創新研究和應用章節。重點在於分析模型和技術，以及在可靠性工程、數據科學、製造業、醫療保健和工業中使用機器學習、人工智慧、優化和其他計算方法的實際應用。
如今，數十億人透過移動設備彼此連接。數據的收集和分析比以往任何時候都更加頻繁。透過機器學習算法、統計推斷和可靠性計算的「大數據」時代在幾乎所有應用中，過去二十年發生了劇變。商業、金融和工業中的數據分析至關重要。它幫助組織和企業在生活的各個方面實現更好的結果和基於事實的決策。
本書提供了當前分析建模和技術及其在工業應用中的廣泛概述。主題包括：
- 可靠性建模和方法。
- 軟體可靠性工程。
- 維護建模和政策。
- 統計特徵選擇。
- 大數據建模。
- 機器學習：模型和算法。
- 基於數據的模型和決策方法。
- 商業、醫療保健和工業系統中的應用和案例研究。
研究生、研究人員、教授、科學家、工程師以及在可靠性工程和管理、機器學習工程、數據科學、運籌學、工業與系統工程、統計學、計算機科學與工程、機械工程和商業分析等領域的從業者，將在本書中找到可靠性和機器學習領域的最先進分析、建模和方法。
作者簡介
Hoang Pham is Distinguished Professor and former Chairman (2007-2013) of the Department of Industrial and Systems Engineering at Rutgers University. Before joining Rutgers in 1993, he was Senior Engineering Specialist with the Idaho National Engineering Laboratory, Idaho Falls, Idaho and Boeing Company in Seattle, Washington. His research areas include reliability modeling and prediction, software reliability, and statistical inference. He is Editor-in-Chief of the International Journal of Reliability, Quality and Safety Engineering and Editor of Springer Series in Reliability Engineering and has been Conference Chair and Program Chair of over 50 international conferences and workshops. Dr. Pham is Author or Co-author of 7 books and has published over 220 journal articles, 100 conference papers, and edited 17 books including Springer Handbook in Engineering Statistics and Handbook in Reliability Engineering. He has delivered over 50 invited keynote and plenary speeches at many international conferences and institutions. His numerous awards include the 2009 IEEE Reliability Society Engineer of the Year Award. He is Fellow of the IEEE, AAIA, and IISE.
作者簡介(中文翻譯)
Hoang Pham 是羅格斯大學工業與系統工程系的特聘教授及前系主任（2007-2013）。在1993年加入羅格斯大學之前，他曾擔任愛達荷國家工程實驗室（Idaho National Engineering Laboratory）和波音公司（Boeing Company）的高級工程專家，工作地點分別位於愛達荷州愛達荷福爾斯和華盛頓州西雅圖。他的研究領域包括可靠性建模與預測、軟體可靠性以及統計推斷。他是《國際可靠性、品質與安全工程期刊》（International Journal of Reliability, Quality and Safety Engineering）的主編，以及Springer可靠性工程系列的編輯，並曾擔任超過50場國際會議和研討會的會議主席和程序主席。Pham博士是7本書籍的作者或合著者，並發表了超過220篇期刊文章、100篇會議論文，編輯了17本書籍，包括《Springer工程統計手冊》（Springer Handbook in Engineering Statistics）和《可靠性工程手冊》（Handbook in Reliability Engineering）。他在許多國際會議和機構中發表了超過50場受邀的主題演講和全體會議演講。他獲得的眾多獎項包括2009年IEEE可靠性學會年度工程師獎。他是IEEE、AAIA和IISE的會士。
