Distribution-Free Methods for Statistical Process Monitoring and Control

Editors: Koutras, Markos V., Triantafyllou, Ioannis S. (Eds.)

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  • Reviews the state of the art and recent advances in the field of nonparametric statistical process control (NSPC) 
  • Gathers contributions by experts from around the globe 
  • Describes techniques that can be used to develop control charts, which can be used under a nonparametric framework in practical situations
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  • ISBN 978-3-030-25081-2
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この書籍について

This book explores nonparametric statistical process control. It provides an up-to-date overview of nonparametric Shewhart-type univariate control charts, and reviews the recent literature on nonparametric charts, particularly multivariate schemes. Further, it discusses observations tied to the monitored population quantile, focusing on the Shewhart Sign chart. The book also addresses the issue of practically assuming the normality and the independence when a process is statistically monitored, and examines in detail change-point analysis-based distribution-free control charts designed for Phase I applications. Moreover, it introduces six distribution-free EWMA schemes for simultaneously monitoring the location and scale parameters of a univariate continuous process, and establishes two nonparametric Shewhart-type control charts based on order statistics with signaling runs-type rules. Lastly, the book proposes novel and effective method for early disease detection.


著者について

Markos V. Koutras is a Full Professor at the Department of Statistics and Insurance Science, University of Piraeus, Greece. He received his B.S. in Mathematics and holds an M.Sc. in Computer Science and Operations Research and a Ph.D. in Statistics. He has authored more than 90 publications in referred journals, 20 publications in referred special volumes (by invitation). He has authored/co-authored 10 books in Greek and 5 in English (2 of them forthcoming). He currently serves on the editorial board of several journals (Annals of the Institute of Statistical Mathematics, Methodology and Computing in Applied Probability, Communications in Statistics etc) and he has been reviewer for more than 35 Journals. His research interests include the theory of run and scan statistics, statistical process control, reliability theory, nonparametric statistics and multivariate statistical analysis. 

Ioannis S. Triantafyllou is an Assistant Professor at the Department of Computer Science and Biomedical Informatics, University of Thessaly, Greece. He received his B.S. degree in Mathematics from the University of Athens, Greece, and his M.Sc. and Ph.D. degrees in Statistics from the University of Piraeus, Greece. He has published over 40 peer-reviewed papers in international refereed scientific journals, edited volumes and conference proceedings, and has served as referee for more than 15 scientific journals. His research interests include applied probability, nonparametric statistics, reliability theory and statistical process control.

Table of contents (8 chapters)

Table of contents (8 chapters)
  • Recent Advances on Univariate Distribution-Free Shewhart-Type Control Charts

    Pages 1-56

    Koutras, Markos V. (et al.)

  • Multivariate Nonparametric Control Charts Based on Ordered Samples, Signs and Ranks

    Pages 57-105

    Sofikitou, Elisavet M. (et al.)

  • The Shewhart Sign Chart with Ties: Performance and Alternatives

    Pages 107-136

    Castagliola, Philippe (et al.)

  • Statistical Process Monitoring and the Issue of Assumptions in Practice: Normality and Independence

    Pages 137-155

    Chakraborti, S. (et al.)

  • On Change-Point Analysis-Based Distribution-Free Control Charts with Phase I Applications

    Pages 157-182

    Parpoula, Christina (et al.)

書籍の購入

イーブック ¥13,477
価格の適用国: Japan (日本円価格は個人のお客様のみ有効) (小計)
  • ISBN 978-3-030-25081-2
  • ウォーターマーク付、 DRMフリー
  • ファイル形式: EPUB, PDF
  • どの電子書籍リーダーからでもすぐにお読みいただけます。
  • ご購入後、すぐにダウンロードしていただけます。
ハードカバー ¥16,847
価格の適用国: Japan (日本円価格は個人のお客様のみ有効) (小計)
  • ISBN 978-3-030-25080-5
  • 個人のお客様には、世界中どこでも配送料無料でお届けします。
  • Immediate ebook access, if available*, with your print order
  • Usually dispatched within 3 to 5 business days.
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書誌情報

Bibliographic Information
Book Title
Distribution-Free Methods for Statistical Process Monitoring and Control
Editors
  • Markos V. Koutras
  • Ioannis S. Triantafyllou
Copyright
2020
Publisher
Springer International Publishing
Copyright Holder
Springer Nature Switzerland AG
イーブック ISBN
978-3-030-25081-2
DOI
10.1007/978-3-030-25081-2
ハードカバー ISBN
978-3-030-25080-5
Edition Number
1
Number of Pages
IX, 257
Number of Illustrations
36 b/w illustrations, 17 illustrations in colour
Topics

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