Robust Statistics Through The Monitoring Approach
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Robust Statistics Through The Monitoring Approach
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Author : Anthony C. Atkinson
language : en
Publisher: Springer Nature
Release Date : 2025-07-26
Robust Statistics Through The Monitoring Approach written by Anthony C. Atkinson and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-07-26 with Mathematics categories.
This open access book presents robust statistical methods and procedures through the monitoring approach, with an emphasis on applications to linear regression. Illustrating the theory, it explores both large and small-sample properties. The performance of the forward search and of the monitoring of static robust estimators for regression data are illuminated through numerous data analyses using MATLAB and R. The book describes the results of many years’ work of the authors in the development of powerful methods of robust regression analysis. Robust methods are designed to analyse contaminated data. The well-established static robust methods estimate model features, such as parameter estimates, assuming the amount of contamination in the data is known. These methods are described in detail in Chapter 2 for estimation in a simple sample. The extension to regression is presented in Chapter 3, with an emphasis on S-estimation and related procedures as well as on least trimmed squares. The monitoring methods of Chapter 4, including the forward search, find the appropriate level of robustness for each data set and so avoid biased estimation from the inclusion of outliers and inefficiency due to the deletion of uncontaminated observations. This analysis is followed by examples which illustrate the use of the interactive graphical analyses associated with the authors’ FSDA toolbox. Numerical comparisons of the size and power of outlier tests appear in Chapter 5. Later chapters illustrate applications to response transformation in regression and to non-parametric regression. Extensions of the robust multiple regression model include Bayesian, heteroskedastic, time series and compositional regression, together with the clustering of regression models. Finally, several approaches to model selection are investigated and robust analyses of regression data are presented that illustrate the use of the techniques introduced earlier. Exercises are given at the end of each chapter, with solutions at the end of the book. The MATLAB code can be reproduced using MATLAB Online, without the need for a license, or via the language-agnostic Jupyter notebook environment, after installing the MATLAB kernel. Online computer code is available for all examples and exercises, together with a series of YouTube videos. Aimed at professional statisticians and researchers concerned with insightful data analysis, as well as postgraduate students, the book may also serve as a text for a modern interactive robust regression course.
Effective Ecological Monitoring
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Author : Gene Likens
language : en
Publisher: CSIRO PUBLISHING
Release Date : 2018-05
Effective Ecological Monitoring written by Gene Likens and has been published by CSIRO PUBLISHING this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-05 with Nature categories.
Long-term monitoring programs are fundamental to understanding the natural environment and managing major environmental problems. Yet they are often done very poorly and ineffectively. This second edition of the highly acclaimed Effective Ecological Monitoring describes what makes monitoring programs successful and how to ensure that long-term monitoring studies persist. The book has been fully revised and updated but remains concise, illustrating key aspects of effective monitoring with case studies and examples. It includes new sections comparing surveillance-based and question-based monitoring, analysing environmental observation networks, and provides examples of adaptive monitoring. Based on the authors’ 80 years of collective experience in running long-term research and monitoring programs, Effective Ecological Monitoring is a valuable resource for the natural resource management, ecological and environmental science and policy communities.
Innovative Approaches For International Competitiveness Through Human Resource Management
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Author : Pawirosumarto, Suharno
language : en
Publisher: IGI Global
Release Date : 2025-05-09
Innovative Approaches For International Competitiveness Through Human Resource Management written by Pawirosumarto, Suharno and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-05-09 with Business & Economics categories.
In an era of global interconnectedness and competition, organizations utilize innovative approaches to human resource management (HRM) to remain competitive. Effective HRM strategies include cross-cultural management, global workforce optimization, and the integration of technology in employee development. By embracing diversity, fostering a culture of continuous learning, and leveraging data-driven insights, businesses can cultivate a workforce that is adaptable to the needs of global markets. Strategic HRM practices, such as flexible work models, employee empowerment, and leadership development programs, empower organizations to respond to market shifts quickly and maintain a competitive edge across borders. In this context, innovative HRM approaches are a tool for operational efficiency and long-term international success. Innovative Approaches for International Competitiveness Through Human Resource Management explores contemporary challenges and strategies in human resource management (HRM) within a global context. It examines digital transformation, competency development, cultural dynamics, and best practices in HRM across different countries. This book covers topics such as global business, automation, and talent acquisition, and is a useful resource for business owners, managers, computer engineers, educators, academicians, researchers, and data scientists.
Robust Statistics For Signal Processing
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Author : Abdelhak M. Zoubir
language : en
Publisher: Cambridge University Press
Release Date : 2018-11-08
Robust Statistics For Signal Processing written by Abdelhak M. Zoubir and has been published by Cambridge University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-11-08 with Mathematics categories.
Understand the benefits of robust statistics for signal processing using this unique and authoritative text.
Structural Health Monitoring Volume 5
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Author : Alfred Wicks
language : en
Publisher: CRC Press
Release Date : 2025-08-07
Structural Health Monitoring Volume 5 written by Alfred Wicks and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-08-07 with Technology & Engineering categories.
This fifth volume of eight from the IMAC - XXXII Conference, brings together contributions to this important area of research and engineering. The collection presents early findings and case studies on fundamental and applied aspects of Structural Dynamics, including papers on: Linear Systems Substructure Modelling Adaptive Structures Experimental Techniques Analytical Methods Damage Detection Damping of Materials & Members Modal Parameter Identification Modal Testing Methods System Identification Active Control Modal Parameter Estimation Processing Modal Data.
Data Governance Devsecops And Advancements In Modern Software
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Author : Elbaghazaoui, Bahaa Eddine
language : en
Publisher: IGI Global
Release Date : 2025-04-24
Data Governance Devsecops And Advancements In Modern Software written by Elbaghazaoui, Bahaa Eddine and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-04-24 with Computers categories.
In today’s digital landscape, data governance, DevSecOps, and advancements in modern software development have become critical in secure and efficient technology ecosystems. As organizations rely on large amounts of data and sophisticated software systems to drive innovation and business success, the need for improved frameworks to manage, protect, and optimize this data increases. Data governance ensures data is accurate, secure, and compliant with regulations, while DevSecOps, an integrated approach to development, security, and operations, empowers teams to build, test, and utilize software with security embedded through its lifecycle. Along with the latest advancements in modern software technologies, these concepts form the foundation for building resilient, secure, and scalable applications. The intersection of these practices shapes the future of how software is developed, deployed, and governed, and further research may provide both opportunities and challenges for connection. Data Governance, DevSecOps, and Advancements in Modern Software explores the integration of key technologies and methodologies that define the modern digital landscape, with a focus on DataOps, DevSecOps, data governance, and software architecture. It provides a comprehensive guide to managing data workflows and enhancing operational efficiency while embedding security at every stage of the development lifecycle. This book covers topics such as data science, artificial intelligence, and resilient systems, and is a useful resource for data scientists, engineers, software developers, business owners, researchers, and academicians.
Fault Detection
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Author : Wei Zhang
language : en
Publisher: BoD – Books on Demand
Release Date : 2010-03-01
Fault Detection written by Wei Zhang and has been published by BoD – Books on Demand this book supported file pdf, txt, epub, kindle and other format this book has been release on 2010-03-01 with Technology & Engineering categories.
In this book, a number of innovative fault diagnosis algorithms in recently years are introduced. These methods can detect failures of various types of system effectively, and with a relatively high significance.
Topics On Methodological And Applied Statistical Inference
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Author : Tonio Di Battista
language : en
Publisher: Springer
Release Date : 2016-10-11
Topics On Methodological And Applied Statistical Inference written by Tonio Di Battista and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2016-10-11 with Mathematics categories.
This book brings together selected peer-reviewed contributions from various research fields in statistics, and highlights the diverse approaches and analyses related to real-life phenomena. Major topics covered in this volume include, but are not limited to, bayesian inference, likelihood approach, pseudo-likelihoods, regression, time series, and data analysis as well as applications in the life and social sciences. The software packages used in the papers are made available by the authors. This book is a result of the 47th Scientific Meeting of the Italian Statistical Society, held at the University of Cagliari, Italy, in 2014.
Observability In Finance
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Author : Brindha Priyadarshini Jeyaraman
language : en
Publisher: BPB Publications
Release Date : 2024-06-25
Observability In Finance written by Brindha Priyadarshini Jeyaraman and has been published by BPB Publications this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-06-25 with Computers categories.
Observe, optimize, and transform in finance KEY FEATURES ● Learn observability basics in finance. ● Monitor financial data with logs and alerts and improve data security. ● Identify the key metrics for financial oversight. ● Use new tech for financial observability. DESCRIPTION This book explains the role of observability in the finance sector, showing how new technologies can help monitor and manage financial systems more effectively. It outlines the use of real-time data monitoring, Machine Learning, and cloud computing to enhance the efficiency of financial operations and ensure they meet regulatory standards. The chapters guide you through the process of setting up systems to track financial activities accurately, analyze market trends, and predict future challenges to keep operations secure and competitive. It offers clear explanations of how these technologies can help finance professionals make better decisions and manage risks proactively. Designed for finance professionals looking to update their technical skills, this book provides practical guidance on adopting modern observability tools and practices. It will help you understand how to apply these technologies to increase transparency and strengthen the resilience of financial operations in a constantly evolving industry. WHAT YOU WILL LEARN ● Implement effective data monitoring strategies in finance. ● Use Machine Learning to enhance financial risk assessment. ● Develop robust compliance frameworks using observability tools. ● Apply real-time analytics for quicker financial decision-making. ● Integrate predictive analytics for forward-looking financial insights. ● Understand and deploy distributed tracing for financial operations. WHO THIS BOOK IS FOR This book is ideal for financial professionals seeking to deepen their understanding of observability. It is also suitable for IT specialists in finance who wish to advance their skills in modern observability tools and practices. TABLE OF CONTENTS 1. Introduction 2. The Fundamentals of Observability 3. Monitoring and Logging for Financial Data 4. Tracing and Correlation in Finance 5. Metrics and Key Performance Indicators for Finance 6. Real-time Monitoring and Alerting in Finance 7. Observability for Algorithmic Trading and Market Data 8. Compliance and Regulatory Considerations 9. Advanced Techniques: Machine Learning and Predictive Analytics 10. Organizational Culture and Collaboration 11. Case Studies and Best Practices Observability 12. The Future of Observability in Finance 13. The Horizon of Financial Observability
The Routledge Handbook Of Planning Research Methods
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Author : Elisabete A. Silva
language : en
Publisher: Routledge
Release Date : 2014-08-21
The Routledge Handbook Of Planning Research Methods written by Elisabete A. Silva and has been published by Routledge this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014-08-21 with Architecture categories.
The Routledge Handbook of Planning Research Methods is an expansive look at the traditions, methods, and challenges of research design and research projects in contemporary urban planning. Through case studies, an international group of researchers, planning practitioners, and planning academics and educators, all recognized authorities in the field, provide accounts of designing and implementing research projects from different approaches and venues. This book shows how to apply quantitative and qualitative methods to projects, and how to take your research from the classroom to the real world. The book is structured into sections focusing on Beginning planning research Research design and development Rediscovering qualitative methods New advances in quantitative methods Turning research into action With chapters written by leading scholars in spatial planning, The Routledge Handbook of Planning Research Methods is the most authoritative and comprehensive handbook on the topic, providing both established and ground breaking coverage of spatial planning research methods. The book is an invaluable resource for undergraduate and graduate level students, young professionals and practitioners in urban, regional, and spatial planning.