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Books > Computing & IT > Applications of computing > General

Digital Project Practice for New Work and Industry 4.0 (Paperback): Tobias Endress Digital Project Practice for New Work and Industry 4.0 (Paperback)
Tobias Endress
R1,375 Discovery Miles 13 750 Ships in 10 - 15 working days

New Work and Industry 4.0 have matured and this book takes a practical, experience-based approach to project management in these areas. It introduces methods and covers the practical aspects. It critically examines existing approaches and practices and shows their limitations. The book covers appropriate methods as well as human and social aspects. It contributes to the ongoing discussion of business practices and methods. It also aims to stimulate dialogue in the professional community. Digital Project Practice for New Work and Industry 4.0 begins by introducing basic concepts in the context of Industry 4.0 and discussing how they might influence organizational communication and impact the work environment. After examining the possibilities and challenges of remote work and collaboration in distributed teams all over the world, the book looks at a company's fundamental changes related to New Work from a practical business perspective as well as legal and ethical perspectives. It reviews the case of the VW emission scandal and recommends ways to improve corporate culture. Legal issues include New Work and hybrid forms of collaboration as well as liability for automated decisions (i.e., the potential need for an 'electronic person'). Other implications for the workplace include how: Industry 4.0 might influence the potential demand for "Digital Unions" Industry 4.0, and lean production, and their applications can change industrial practices Open Banking presents new approaches and new business models Work structures and systems can empower employees' work self-management This book also looks at how New Work effects individual workers. It addresses digital stress, introduces strategies for coping with it, and discusses related topics. It also explores the benefits of meditation and the economics of mind, body, and spirit. In essence, this book cover appropriate methods along with human and social factors. It also covers practice, different perspectives, and various experiences from all around the globe. Contributing to the ongoing discussion on business practices and methods, this book will nourish and stimulate dialogue in the professional community.

From Sequences to Graphs - Discrete Methods and Structures for Bioinformatics (Hardcover): A. Chateau From Sequences to Graphs - Discrete Methods and Structures for Bioinformatics (Hardcover)
A. Chateau
R3,405 Discovery Miles 34 050 Ships in 10 - 15 working days

In order to study living organisms, scientists not only study them at an overall macroscopic scale but also on a more detailed microscopic scale. This observation, pushed to its limits, consists of investigating the very center of each cell, where we find the molecules that determine the way it functions: DNA (deoxyribonucleic acid) and RNA (ribonucleic acid). In an organism, DNA carries the genetic information, which is called the genome. It is represented as four-letter sequences using the letters A, C, G and T; based on these sequences, computer methods described in this book can answer fundamental questions in bioinformatics. This book explores how to quickly find sequences of a few hundred nucleotides within a genome that may be made up of several billion, how to compare those sequences and how to reconstruct the complete sequence of a genome. It also discusses the problems of identifying bacteria in a given environment and predicting the structure of RNA based on its sequence.

Wireless Networking Principles: From Terrestrial to Underwater Acoustic (Hardcover, 1st ed. 2018): Shengming Jiang Wireless Networking Principles: From Terrestrial to Underwater Acoustic (Hardcover, 1st ed. 2018)
Shengming Jiang
R3,855 Discovery Miles 38 550 Ships in 18 - 22 working days

This book systematically summarizes the fundamentals and various technologies in both terrestrial radio wireless networks and underwater acoustic networks (UWANs). It addresses the basic issues frequently investigated in terrestrial radio wireless networks and the key technologies suitable for the newly developing research area of UWANs. Starting with a review of our current understanding of wireless networks, it then introduces the principles of the main technologies, including error control, medium access control (MAC) protocols, routing protocols, end-to-end transmission control and mobility issues as well as network security for terrestrial radio wireless networks, and offers detailed surveys of these technologies for UWANs. Providing readers with the basic knowledge of terrestrial radio wireless networking technologies and raising readers' awareness of the developing topic of UWANs in ocean , it is a valuable resource for researchers and practitioners in terrestrial radio wireless networks and UWANs.

What Every Engineer Should Know about Software Engineering (Hardcover, 2nd edition): Phillip A Laplante, Mohamad Kassab What Every Engineer Should Know about Software Engineering (Hardcover, 2nd edition)
Phillip A Laplante, Mohamad Kassab
R3,532 Discovery Miles 35 320 Ships in 10 - 15 working days

Defines concepts and processes of software and software development, such as agile processes, requirements engineering, and software architecture, design, construction Uncovers and answers various misconceptions about the software development process and presents an up-to-date reflection on the state of practice in the industry Details how non-software engineers can better communicate their needs to software engineers and more effectively participate in design and testing to ultimately lower software development and maintenance costs Helps answer the question: How can I better leverage embedded software in my design? Adds new chapters on software architecture, software engineering and systems, and software engineering and disruptive technologies, as well as information on cybersecurity Features new appendices that describe a sample automation system, covering software requirements, architecture, and design

Pandemic Detection and Analysis Through Smart Computing Technologies (Hardcover): Ram Shringar Raw, Vishal Jain, Sanjoy Das,... Pandemic Detection and Analysis Through Smart Computing Technologies (Hardcover)
Ram Shringar Raw, Vishal Jain, Sanjoy Das, Meenakshi Sharma
R3,636 Discovery Miles 36 360 Ships in 10 - 15 working days

This powerful new volume explores the diverse and sometimes unexpected roles that IoT and AI technologies played during the recent COVID-19 global pandemic. The book discusses the how existing and new state-of-the art technology has been and can be applied for global health crises in a multitude of ways. The chapters in Pandemic Detection and Analysis through Smart Computing Technologies look at exciting technological solutions for virus detection, prediction, classification, prevention, and communication outreach. The book considers the various modes of transmission of the virus as well as how technology has been implemented for personalized healthcare systems and how it can be used for future pandemics. The huge importance of social and mobile communication and networks during the pandemic is addressed such as in business, education, and healthcare; in research and development; for health information and outreach; in social life; and more. A chapter also addresses using smart computing for forecasting the damage caused by COVID-19 using time series analyses. This up-to-the-minute volume illuminates on the many ways AI, IoT, machine learning, and other technologies have important roles in the diverse challenges faced during COVID-19 and how they can be enhanced for future pandemic situations. The volume will be of high interest to those in different fields of computer science and other domains as well as to data scientists, government agencies and policymakers, doctors and healthcare professionals, engineers, economists, and many other professionals. This book will also be very helpful to faculty, students, and research scholars in understanding the pre- and post-effect of this pandemic.

Computational Intelligence for Human Action Recognition (Paperback): Sourav De, Paramartha Dutta Computational Intelligence for Human Action Recognition (Paperback)
Sourav De, Paramartha Dutta
R1,483 Discovery Miles 14 830 Ships in 10 - 15 working days

Human Action Recognition is a challenging area presently. The vigor of research effort directed towards this domain is self indicative of this. With the ever-increasing involvement of Computational Intelligence in our day to day applications, the necessity of human activity recognition has been able to make its presence felt to the concerned research community. The primary drive of such an effort is to equip the computing system capable of recognizing and interpreting human activities from posture, pose, gesture, facial expression etc. The intent of human activity recognition is a formidable component of cognitive science in which researchers are actively engaged of late. Features: A systematic overview of the state-of-the-art in computational intelligence techniques for human action recognition. Emphasized on different intelligent techniques to recognize different human actions. Discussed about the automation techniques to handle human action recognition. Recent research results and some pointers to future advancements in this arena. In the present endeavour the editors intend to come out with a compilation that reflects the concerns of relevant research community. The readers would be able to come across some of the latest findings of active researchers of the concerned field. It is anticipated that this treatise shall be useful to the readership encompassing students at undergraduate and postgraduate level, researchers active as well as aspiring, not to speak of the senior researchers.

Cryptocurrency Concepts, Technology, and Applications (Paperback): Jay Liebowitz Cryptocurrency Concepts, Technology, and Applications (Paperback)
Jay Liebowitz
R1,389 Discovery Miles 13 890 Ships in 10 - 15 working days

Whether the source is more industry-based or academic research, there certainly appears to be a growing interest in the field of cryptocurrency. The New York Times had a cover story on March 24, 2022, titled "Time to Enter the Crypto Zone?," and they talked about institutional investors pouring billions into digital tokens, salaries being taken in Bitcoins, and even Bitcoin ATMs in grocery stores. Certainly, there have been ups and downs in crypto, but it has a kind of alluring presence that tempts one to include crypto as part of one’s portfolio. Those who are "prime crypto-curious" investors are usually familiar with the tech/pop culture and feel they want to diversify a bit in this fast-moving market. Even universities are beginning to offer more courses and create "Centers on Cryptocurrency." Some universities are even requiring their students who take a crypto course to pay the course tuition via cryptocurrency. In response to the growing interest and fascination about the crypto industry and cryptocurrency in general, Cryptocurrency Concepts, Technology, and Applications brings together many leading worldwide contributors to discuss a broad range of issues associated with cryptocurrency. The book covers a wide array of crypto-related topics, including: Blockchain NFTs Data analytics and AI Crypto crime Crypto industry and regulation Crypto and public choice Consumer confidence Bitcoin and other cryptocurrencies. Presenting various viewpoints on where the crypto industry is heading, this timely book points out both the advantages and limitations of this emerging field. It is an easy-to-read, yet comprehensive, overview of cryptocurrency in the U.S. and international markets.

The Playful Politics of Memes (Hardcover): Mette Mortensen, Christina Neumayer The Playful Politics of Memes (Hardcover)
Mette Mortensen, Christina Neumayer
R3,916 Discovery Miles 39 160 Ships in 10 - 15 working days

Memes work as rhetorical weapons and discursive arguments in political conflicts. Across digital platforms, they confirm, contest and challenge political power and hierarchies. They simultaneously create social distortion, hostility, and a sense of community. Memes thus not only reflect norms but also work as a tool for negotiating them. At the same time, memes meld symbolic and cultural elements with technological functionalities, allowing for replicability and remixing. This book studies how memes disrupt and reimagine politics in humorous ways. Memes create a playful activity that follows a shared set of rules and gives a (shared) voice, which may generate togetherness and political identities but also increase polarization. As their template travels, memes continue to appropriate new political contexts and to (re)negotiate frontiers in the political. The chapters in this book allow us to chart the playful politics of memes and how they establish or push frontiers in various political, cultural, and platform-specific contexts. Taken together, memes can challenge and regenerate populism, carve out spaces for new identity formations, and create togetherness in situations of crises. They can also, however, lead to the normalization of racist discourses. This book will be of interest to researchers and advanced students of Media and Communication Studies, Information Studies, Politics, Sociology, and Cultural Studies. It was originally published as a special issue of the journal, Information, Communication & Society.

The ITSM Process Design Guide - Developing, Reengineering, and Improving IT Service Management (Paperback): Donna Knapp The ITSM Process Design Guide - Developing, Reengineering, and Improving IT Service Management (Paperback)
Donna Knapp
R1,967 Discovery Miles 19 670 Ships in 10 - 15 working days

The Definitive Source for Certified Process Design Engineers. IT organizations increasingly recognize the need to design, re-design, and improve their internal IT service management (ITSM) processes. While popular frameworks such as the IT Infrastructure Library (ITIL ), Control Objectives for IT (COBIT ), Microsoft Operations Framework (MOF), and the ISO/IEC 20000 standard describe what to do, they do not describe the mechanics of how to do it. The ITSM Process Design Guide: Developing, Reengineering and Improving IT Service Management closes the knowledge gap by providing detailed guidance on assessing, designing, measuring, and integrating ITSM processes. The advice and techniques in this book apply unilaterally to every IT service provider and ITSM framework, standard, and maturity model. While other books may touch on process design methods and techniques, there is no other publication dedicated specifically to developing, re-engineering and improving ITSM processes. This guide is also the definitive reference source for the Certified Process Design Engineer (CPDE ) qualification. The CPDE qualification imparts and validates knowledge of best practices in the assessment, design, integration, implementation, and management of ITSM processes. It recognizes the value of having a qualified CPDE within an organization and has been endorsed by The APM Group (ITIL's official accreditor) as a complementary qualification for the ITIL Qualification Scheme.

Informatics and Management Science VI (Hardcover, 2013 ed.): Wenjiang Du Informatics and Management Science VI (Hardcover, 2013 ed.)
Wenjiang Du
R7,810 Discovery Miles 78 100 Ships in 18 - 22 working days

The International Conference on Informatics and Management Science (IMS) 2012 will be held on November 16-19, 2012, in Chongqing, China, which is organized by Chongqing Normal University, Chongqing University, Shanghai Jiao Tong University, Nanyang Technological University, University of Michigan, Chongqing University of Arts and Sciences, and sponsored by National Natural Science Foundation of China (NSFC). The objective of IMS 2012 is to facilitate an exchange of information on best practices for the latest research advances in a range of areas. Informatics and Management Science contains over 600 contributions to suggest and inspire solutions and methods drawing from multiple disciplines including: * Computer Science * Communications and Electrical Engineering * Management Science * Service Science * Business Intelligence

Semantic Control for the Cybersecurity Domain - Investigation on the Representativeness of a Domain-Specific Terminology... Semantic Control for the Cybersecurity Domain - Investigation on the Representativeness of a Domain-Specific Terminology Referring to Lexical Variation (Hardcover)
Claudia Lanza
R3,363 Discovery Miles 33 630 Ships in 10 - 15 working days

- Terminological resource to organize and monitor the Cybersecurity knowledge-domain with respect to lexical variation - Methodology to identify the semantic coverage threshold with respect to term variation within specialized domains of study. - The exploitation of distributional semantics methods for the identification of the best condition according to which a semantic resource for specialized domains keeps being representative by time.

Strategic IT Governance 2.0 - How CIOs Succeed at Digital Innovation (Hardcover): Philip Weinzimer Strategic IT Governance 2.0 - How CIOs Succeed at Digital Innovation (Hardcover)
Philip Weinzimer
R3,389 Discovery Miles 33 890 Ships in 10 - 15 working days

Align IT projects strategically to achieve business goals and objectives Project management and leadership to seize opportunities and manage threats Build and follow a roadmap to implement strategic governance Assess and improve project management capabilities Includes templates and case studies

The Practice of Corporate Governance (Hardcover): Bob Tricker The Practice of Corporate Governance (Hardcover)
Bob Tricker
R3,071 Discovery Miles 30 710 Ships in 10 - 15 working days

This book offers a straight-forward guide to the fundamental work of governing bodies and the people who serve on them. The aim is of the book is to help every member serving on a governing body understand and improve their contribution to the entity and governing body they serve. The book is rooted in research, including five years' work by the author as a Research Fellow of Nuffield College, Oxford.

Teaching at Scale - Improving Access, Outcomes, and Impact Through Digital Instruction (Paperback): David Joyner Teaching at Scale - Improving Access, Outcomes, and Impact Through Digital Instruction (Paperback)
David Joyner
R1,080 Discovery Miles 10 800 Ships in 10 - 15 working days

Teaching at Scale explores the characteristics and parameters of large-scale online learning by identifying, in its perceived drawbacks, a wealth of educational opportunities in disguise. Scalable learning platforms have exploded in popularity over recent years, with MOOCS (massive open online courses), online degree programs, informal learning communities, and alternative credentials all drawing significant enrollments. But, as many educators are asking, are the challenges to delivering education at scale too great and the compromises too many? This book guides instructors to leverage their complex responsibilities-open-ended assessments at scale, individuated feedback to students, academic integrity in less controlled environments, and more-into significant assets. Informed by real-world institutional experience as well as key research in cognitive science and the learning sciences, each chapter provides practical strategies for educators and administrators seeking to solve problems and fulfill the high-quality, broad-access potential of large-scale instruction for lifelong learners.

Computational Intelligence-based Time Series Analysis (Hardcover): Dinesh C.S. Bisht, Mangey Ram Computational Intelligence-based Time Series Analysis (Hardcover)
Dinesh C.S. Bisht, Mangey Ram
R2,855 Discovery Miles 28 550 Ships in 10 - 15 working days

The sequential analysis of data and information gathered from past to present is called time series analysis. Time series data are of high dimension, large size and updated continuously. A time series depends on various factors like trend, seasonality, cycle and irregular data set, and is basically a series of data points well-organized in time. Time series forecasting is a significant area of machine learning. There are various prediction problems that are time-dependent and these problems can be handled through time series analysis. Computational intelligence (CI) is a developing computing approach for the forthcoming several years. CI gives the litheness to model the problem according to given requirements. It helps to find swift solutions to the problems arising in numerous disciplines. These methods mimic human behavior. The main objective of CI is to develop intelligent machines to provide solutions to real world problems, which are not modelled or too difficult to model mathematically. This book aims to cover the recent advances in time series and applications of CI for time series analysis.

Innovation in Crisis Management (Paperback): Chiara Fonio, Adam Widera, Tomasz Zweglinski Innovation in Crisis Management (Paperback)
Chiara Fonio, Adam Widera, Tomasz Zweglinski
R1,173 Discovery Miles 11 730 Ships in 10 - 15 working days

This book deals with how to measure innovation in crisis management, drawing on data, case studies, and lessons learnt from different European countries. The aim of this book is to tackle innovation in crisis management through lessons learnt and experiences gained from the implementation of mixed methods through a practitioner-driven approach in a large-scale demonstration project (DRIVER+). It explores innovation from the perspective of the end-users by focusing on the needs and problems they are trying to address through a tool (be it an app, a drone, or a training program) and takes a deep dive into what is needed to understand if and to what extent the tool they have in mind can really bring innovation. This book is a toolkit for readers interested in understanding what needs to be in place to measure innovation: it provides the know-how through examples and best practices. The book will be a valuable source of knowledge for scientists, practitioners, researchers, and postgraduate students studying safety, crisis management, and innovation.

Analyzing US Census Data - Methods, Maps, and Models in R (Hardcover): Kyle Walker Analyzing US Census Data - Methods, Maps, and Models in R (Hardcover)
Kyle Walker
R4,363 Discovery Miles 43 630 Ships in 10 - 15 working days

Access US Census Bureau geographic and demographic data directly within R. Wrangle Census data with tidyverse tools and work with margins of error in the American Community Survey. Make maps and interactive web visualizations with US Census data. Explore Census data with spatial analysis using the sf package. Integrate Census data into spatial and machine learning models.

Smart Embedded Systems and Applications (Hardcover): Saad Motahhir Smart Embedded Systems and Applications (Hardcover)
Saad Motahhir
R3,363 Discovery Miles 33 630 Ships in 10 - 15 working days
A New Kind of Science (Paperback): Stephen Wolfram A New Kind of Science (Paperback)
Stephen Wolfram
R541 Discovery Miles 5 410 Ships in 10 - 15 working days
Countering the Cloud - Thinking With and Against Data Infrastructures (Hardcover): Luke Munn Countering the Cloud - Thinking With and Against Data Infrastructures (Hardcover)
Luke Munn
R1,460 Discovery Miles 14 600 Ships in 10 - 15 working days

How do cables and data centers think? This book investigates how information infrastructures enact particular forms of knowledge. It juxtaposes the pervasive logics of speed, efficiency, and resilience with more communal and ecological ways of thinking and being, turning technical "solutions" back into open questions about what society wants and what infrastructures should do. Moving from data centers in Hong Kong to undersea cables in Singapore and server clusters in China, Munn combines rich empirical material with insights drawn from media and cultural studies, sociology, and philosophy. This critical analysis stresses that infrastructures are not just technical but deeply epistemological, privileging some actions and actors while sidelining others. This innovative exploration of the values and visions at the heart of our technologies will interest students, scholars, and researchers in the areas of communication studies, digital media, technology studies, sociology, philosophy of technology, information studies, and geography.

Python for Beginners (Hardcover): Kuldeep Singh Kaswan, Jagjit Singh Dhatterwal, B. Balamurugan Python for Beginners (Hardcover)
Kuldeep Singh Kaswan, Jagjit Singh Dhatterwal, B. Balamurugan
R3,783 Discovery Miles 37 830 Ships in 10 - 15 working days

Python is an amazing programming language. It can be applied to almost any programming task. It allows for rapid development and debugging. Getting started with Python is like learning any new skill: it's important to find a resource you connect with to guide your learning. Luckily, there's no shortage of excellent books that can help you learn both the basic concepts of programming and the specifics of programming in Python. With the abundance of resources, it can be difficult to identify which book would be best for your situation. Python for Beginners is a concise single point of reference for all material on python. * Provides concise, need-to-know information on Python types and statements, special method names, built-in functions and exceptions, commonly used standard library modules, and other prominent Python tools * Offers practical advice for each major area of development with both Python 3.x and Python 2.x * Based on the latest research in cognitive science and learning theory * Helps the reader learn how to write effective, idiomatic Python code by leveraging its best-and possibly most neglected-features This book focuses on enthusiastic research aspirants who work on scripting languages for automating the modules and tools, development of web applications, handling big data, complex calculations, workflow creation, rapid prototyping, and other software development purposes. It also targets graduates, postgraduates in computer science, information technology, academicians, practitioners, and research scholars.

The Annotated Turing - A Guided Tour Through Alan Turing's Historic Paper on Computability and the Turing Machine... The Annotated Turing - A Guided Tour Through Alan Turing's Historic Paper on Computability and the Turing Machine (Paperback)
C. Petzold
R742 R570 Discovery Miles 5 700 Save R172 (23%) Ships in 10 - 15 working days

Before digital computers ever existed, Alan Turing envisioned their power and versatility...but also proved what computers could never do.

In an extraordinary and ultimately tragic life that unfolded like a novel, Turing helped break the German Enigma code to turn the tide of World War II, later speculated on artificial intelligence, fell victim to the homophobic witchhunts of the early 1950s, and committed suicide at the age of 41. Yet Turing is most famous for an eerily prescient 1936 paper in which he invented an imaginary computing machine, explored its capabilities and intrinsic limitations, and established the foundations of modern-day programming and computability.

This absorbing book expands Turing's now legendary 36-page paper with extensive annotations, fascinating historical context, and page-turning glimpses into his private life. From his use of binary numbers to his exploration of concepts that today's programmers will recognize as RISC processing, subroutines, algorithms, and others, Turing foresaw the future and helped to mold it. In our post-Turing world, everything is a Turing Machine -- from the most sophisticated computers we can build, to the hardly algorithmic processes of the human mind, to the information-laden universe in which we live.

Current Trends in Computer Science and Mechanical Automation Vol.2 - Selected Papers from CSMA2016 (Hardcover): Shawn X Wang Current Trends in Computer Science and Mechanical Automation Vol.2 - Selected Papers from CSMA2016 (Hardcover)
Shawn X Wang
R6,796 Discovery Miles 67 960 Ships in 18 - 22 working days
Modeling Biomolecular Site Dynamics - Methods and Protocols (Hardcover, 1st ed. 2019): William S Hlavacek Modeling Biomolecular Site Dynamics - Methods and Protocols (Hardcover, 1st ed. 2019)
William S Hlavacek
R4,119 Discovery Miles 41 190 Ships in 18 - 22 working days

This volume covers a variety of topics related to the practice of rule-based modeling, a type of mathematical modeling useful for studying biomolecular site dynamics. There is an emphasis on software tools and detailed descriptions of techniques. The chapters in this book discuss topics such as software tools and frameworks for compartmental modeling (Pycellerator, RuleBuilder, Prgy, rxncon, MSMB, and ML-Rules); tools for spatial modeling (Simmune, Smoldyn, MCell-R, SRSim, and CellOrganizer); rule-based models to analyze proteomic data; model annotation; Markov chain aggregation; BioJazz; and methods to identify model parameters (Data2Dynamics, RKappa, and BioNetFit). Written in the highly successful Methods in Molecular Biology series format, chapters include introductions to their respective topics, lists of the necessary resources, step-by-step, readily reproducible protocols, and tips on troubleshooting and avoiding known pitfalls. Cutting-edge and thorough, Modeling Biomolecular Site Dynamics: Methods and Protocols is a valuable resource for both the novice and expert rule-based modeler. It will also appeal to systems biologists and help them enhance their studies with easy-to-read and write rule-based models.

Healthcare Analytics - Emergency Preparedness for COVID-19 (Hardcover): Edward M. Rafalski, Ross M. Mullner Healthcare Analytics - Emergency Preparedness for COVID-19 (Hardcover)
Edward M. Rafalski, Ross M. Mullner
R3,232 Discovery Miles 32 320 Ships in 10 - 15 working days

The first COVID-19 case in the US was reported on January 20, 2020. As the first cases were being reported in the US, Washington State became a reliable source not just for hospital bed demand based on incidence and community spread but also for modeling the impact of skilled nursing facilities and assisted living facilities on hospital bed demand. Various hospital bed demand modeling efforts began in earnest across the United States in university settings, private consulting and health systems. Nationally, the University of Washington Institute of Health Metrics and Evaluation seemed to gain a footing and was adopted as a source for many states for its ability to predict the epidemiological curve by state, including the peak. This book therefore addresses a compelling need for documenting what has been learned by the academic and professional healthcare communities in healthcare analytics and disaster preparedness to this point in the pandemic. What is clear, at least from the US perspective, is that the healthcare system was unprepared and uncoordinated from an analytics perspective. Learning from this experience will only better prepare all healthcare systems and leaders for future crisis. Both prospectively, from a modeling perspective and retrospectively from a root cause analysis perspective, analytics provide clarity and help explain causation and data relationships. A more structured approach to teaching healthcare analytics to students, using the pandemic and the rich dataset that has been developed, provides a ready-made case study from which to learn and inform disaster planning and preparedness. The pandemic has strained the healthcare and public health systems. Researchers and practitioners must learn from this crisis to better prepare our processes for future pandemics, at minimum. Finally, government officials and policy makers can use this data to decide how best to assist the healthcare and public health systems in crisis.

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