Predictive Analytics: Modeling and Optimization
暫譯: 預測分析：建模與優化

Kumar, Vijay, Ram, Mangey

Predictive Analytics: Modeling and Optimization
  • 出版商: CRC
  • 出版日期: 2021-01-14
  • 售價: $6,190
  • 貴賓價: 9.5 折 $5,881
  • 語言: 英文
  • 頁數: 288
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 036753746X
  • ISBN-13: 9780367537463
  • 相關分類: Machine Learning

    • 海外代購書籍(需單獨結帳)

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商品描述

Predictive analytics refers to making predictions about the future based on different parameters which are historical data, machine learning, and artificial intelligence. This book provides the most recent advances in the field along with case studies and real-world examples.

　

It discusses predictive modeling and analytics in reliability engineering and introduces current achievements and applications of artificial intelligence, data mining, and other techniques in supply chain management. It covers applications to reliability engineering practice, presents numerous examples to illustrate the theoretical results, and considers and analyses case studies and real-word examples.

　

The book is written for researchers and practitioners in the field of system reliability, quality, supply chain management, and logistics management. Students taking courses in these areas will also find this book of interest.

商品描述(中文翻譯)

預測分析是指根據不同的參數（如歷史數據、機器學習和人工智慧）對未來進行預測。本書提供了該領域最新的進展，並附有案例研究和實際範例。

本書討論了在可靠性工程中的預測建模和分析，並介紹了人工智慧、資料探勘及其他技術在供應鏈管理中的當前成就和應用。它涵蓋了在可靠性工程實踐中的應用，提供了大量範例以說明理論結果，並考慮和分析案例研究及實際範例。

本書是為系統可靠性、品質、供應鏈管理和物流管理領域的研究人員和實務工作者所撰寫的。修習這些領域課程的學生也會對本書感興趣。

作者簡介

Dr. Vijay Kumar received his M.Sc. in Applied Mathematics and M.Phil. in Mathematics from Indian Institute of Technology (IIT), Roorkee, India in 1998 and 2000, respectively. He has completed his PhD from the Department of Operational Research, University of Delhi. Currently, He has published more than 40 research papers in the areas of software reliability, mathematical modeling and optimization in international journals and conferences of high repute. His current research interests include software reliability growth modelling, optimal control theory and marketing models in the context of innovation diffusion theory. He has reviewed many papers for IEEE Trans. on Reliability, Soft Computing (Springer), IJRQSE, IJQRM, IJSAEM and other reputed journals. He has edited special issues of IJAMS and RIO journal. He is an editorial board member of IJMEMS. He is a life member of Society for Reliability Engineering, Quality and Operations Management (SREQOM) and IEEE. Dr. Mangey Ram received his Ph.D., major with Mathematics and minor in Computer Science from G. B. Pant University of Agriculture and Technology, Pantnagar in 2008. He is an editorial board member in many international journals. He has published 130 research publications in national and international journals of repute. His fields of research are Operations Research, Reliability Theory, Fuzzy Reliability, and System Engineering. Currently, he is working as a Professor at Graphic Era University.

作者簡介(中文翻譯)

維賈·庫馬博士於1998年和2000年分別在印度羅爾基的印度理工學院（IIT）獲得應用數學碩士學位和數學哲學碩士學位。他在德里大學的運籌學系完成了博士學位。目前，他在國際知名期刊和會議上發表了超過40篇有關軟體可靠性、數學建模和優化的研究論文。他目前的研究興趣包括軟體可靠性增長建模、最優控制理論以及創新擴散理論背景下的行銷模型。他為IEEE可靠性期刊、Soft Computing（Springer）、IJRQSE、IJQRM、IJSAEM等多個知名期刊審稿。他編輯了IJAMS和RIO期刊的特刊，並且是IJMEMS的編輯委員會成員。他是可靠性工程、品質與運營管理學會（SREQOM）和IEEE的終身會員。

曼基·拉姆博士於2008年在G. B. Pant農業與技術大學獲得數學專業的博士學位，並輔修計算機科學。他是多個國際期刊的編輯委員會成員，並在國內外知名期刊上發表了130篇研究論文。他的研究領域包括運籌學、可靠性理論、模糊可靠性和系統工程。目前，他在圖形時代大學擔任教授。

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