Handbook of Financial Stress Testing

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Publisher :
ISBN 13 : 1108830730
Total Pages : 729 pages
Book Rating : 4.1/5 (88 download)

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Book Synopsis Handbook of Financial Stress Testing by : J. Doyne Farmer

Download or read book Handbook of Financial Stress Testing written by J. Doyne Farmer and published by . This book was released on 2022-04-14 with total page 729 pages. Available in PDF, EPUB and Kindle. Book excerpt: Discover current uses and future development of stress tests, the most innovative regulatory tool to prevent and fight financial crises.

Stress Test

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Author :
Publisher : Crown
ISBN 13 : 0804138605
Total Pages : 596 pages
Book Rating : 4.8/5 (41 download)

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Book Synopsis Stress Test by : Timothy F. Geithner

Download or read book Stress Test written by Timothy F. Geithner and published by Crown. This book was released on 2014-05-12 with total page 596 pages. Available in PDF, EPUB and Kindle. Book excerpt: New York Times Bestseller Washington Post Bestseller Los Angeles Times Bestseller Stress Test is the story of Tim Geithner’s education in financial crises. As president of the Federal Reserve Bank of New York and then as President Barack Obama’s secretary of the Treasury, Timothy F. Geithner helped the United States navigate the worst financial crisis since the Great Depression, from boom to bust to rescue to recovery. In a candid, riveting, and historically illuminating memoir, he takes readers behind the scenes of the crisis, explaining the hard choices and politically unpalatable decisions he made to repair a broken financial system and prevent the collapse of the Main Street economy. This is the inside story of how a small group of policy makers—in a thick fog of uncertainty, with unimaginably high stakes—helped avoid a second depression but lost the American people doing it. Stress Test is also a valuable guide to how governments can better manage financial crises, because this one won’t be the last. Stress Test reveals a side of Secretary Geithner the public has never seen, starting with his childhood as an American abroad. He recounts his early days as a young Treasury official helping to fight the international financial crises of the 1990s, then describes what he saw, what he did, and what he missed at the New York Fed before the Wall Street boom went bust. He takes readers inside the room as the crisis began, intensified, and burned out of control, discussing the most controversial episodes of his tenures at the New York Fed and the Treasury, including the rescue of Bear Stearns; the harrowing weekend when Lehman Brothers failed; the searing crucible of the AIG rescue as well as the furor over the firm’s lavish bonuses; the battles inside the Obama administration over his widely criticized but ultimately successful plan to end the crisis; and the bracing fight for the most sweeping financial reforms in more than seventy years. Secretary Geithner also describes the aftershocks of the crisis, including the administration’s efforts to address high unemployment, a series of brutal political battles over deficits and debt, and the drama over Europe’s repeated flirtations with the economic abyss. Secretary Geithner is not a politician, but he has things to say about politics—the silliness, the nastiness, the toll it took on his family. But in the end, Stress Test is a hopeful story about public service. In this revealing memoir, Tim Geithner explains how America withstood the ultimate stress test of its political and financial systems.

Stress Testing and Risk Integration in Banks

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Publisher : Academic Press
ISBN 13 : 0128036117
Total Pages : 316 pages
Book Rating : 4.1/5 (28 download)

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Book Synopsis Stress Testing and Risk Integration in Banks by : Tiziano Bellini

Download or read book Stress Testing and Risk Integration in Banks written by Tiziano Bellini and published by Academic Press. This book was released on 2016-11-26 with total page 316 pages. Available in PDF, EPUB and Kindle. Book excerpt: Stress Testing and Risk Integration in Banks provides a comprehensive view of the risk management activity by means of the stress testing process. An introduction to multivariate time series modeling paves the way to scenario analysis in order to assess a bank resilience against adverse macroeconomic conditions. Assets and liabilities are jointly studied to highlight the key issues that a risk manager needs to face. A multi-national bank prototype is used all over the book for diving into market, credit, and operational stress testing. Interest rate, liquidity and other major risks are also studied together with the former to outline how to implement a fully integrated risk management toolkit. Examples, business cases, and exercises worked in Matlab and R facilitate readers to develop their own models and methodologies. Provides a rigorous statistical framework for modeling stress test in line with U.S. Federal Reserve FRB CCAR (Comprehensive Capital Analysis Review), U.K. PRA (Prudential Regulatory Authority), EBA (European Baning Authorithy) and comply with Basel Accord requirements Follows an integrated bottom-up approach central in the most advanced risk modelling practice Provides numerous sample codes in Matlab and R

Pocket Guide to Stress Testing

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Publisher : John Wiley & Sons
ISBN 13 : 1119481775
Total Pages : 438 pages
Book Rating : 4.1/5 (194 download)

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Book Synopsis Pocket Guide to Stress Testing by : Dennis A. Tighe

Download or read book Pocket Guide to Stress Testing written by Dennis A. Tighe and published by John Wiley & Sons. This book was released on 2019-11-25 with total page 438 pages. Available in PDF, EPUB and Kindle. Book excerpt: The go-to handbook for those performing and analysing cardiac stress tests The stress test is key to the clinical evaluation and management of patients with known or potential cardiovascular disease. By measuring the heart's ability to respond to external stress, it can provide vital insights into the general physical condition of patients, highlighting abnormalities in blood flow, risk of coronary artery disease, and more. The Pocket Guide to Stress Testing gives cardiology professionals a complete breakdown of this everyday procedure that they can carry with them and consult on the go. This second edition has been fully revised to reflect the most up-to-date information available on the best approaches to conducting and interpreting various forms of stress test. With chapters spanning topics such as testing guidelines, nuclear imaging techniques, and emergency and aftercare protocols, the clear and practical contents cover all aspects of the subject. This essential new text includes: A complete overview of exercise stress testing, covering indications, protocols, preparation, and interpretation Guidelines for the standard treadmill test, as well as for the various pharmacological stress tests for patients unable to complete an exercise ECG test An extensive list of references and reading suggestions to help trainees to expand their knowledge End-of-chapter summaries and new tables and illustrations As the field of cardiology continues to change and develop apace, this new edition of The Pocket Guide to Stress Testing provides physicians, trainee cardiologists, and cardiac nurses with a reliable, up-to-date resource for use in everyday practice.

Coherent Stress Testing

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Publisher : John Wiley & Sons
ISBN 13 : 0470971487
Total Pages : 269 pages
Book Rating : 4.4/5 (79 download)

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Book Synopsis Coherent Stress Testing by : Riccardo Rebonato

Download or read book Coherent Stress Testing written by Riccardo Rebonato and published by John Wiley & Sons. This book was released on 2010-06-10 with total page 269 pages. Available in PDF, EPUB and Kindle. Book excerpt: In Coherent Stress Testing: A Bayesian Approach, industry expert Riccardo Rebonato presents a groundbreaking new approach to this important but often undervalued part of the risk management toolkit. Based on the author's extensive work, research and presentations in the area, the book fills a gap in quantitative risk management by introducing a new and very intuitively appealing approach to stress testing based on expert judgement and Bayesian networks. It constitutes a radical departure from the traditional statistical methodologies based on Economic Capital or Extreme-Value-Theory approaches. The book is split into four parts. Part I looks at stress testing and at its role in modern risk management. It discusses the distinctions between risk and uncertainty, the different types of probability that are used in risk management today and for which tasks they are best used. Stress testing is positioned as a bridge between the statistical areas where VaR can be effective and the domain of total Keynesian uncertainty. Part II lays down the quantitative foundations for the concepts described in the rest of the book. Part III takes readers through the application of the tools discussed in part II, and introduces two different systematic approaches to obtaining a coherent stress testing output that can satisfy the needs of industry users and regulators. In part IV the author addresses more practical questions such as embedding the suggestions of the book into a viable governance structure.

Regulation of Coronary Blood Flow

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Publisher : Springer Science & Business Media
ISBN 13 : 4431683674
Total Pages : 330 pages
Book Rating : 4.4/5 (316 download)

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Book Synopsis Regulation of Coronary Blood Flow by : Michitoshi Inoue

Download or read book Regulation of Coronary Blood Flow written by Michitoshi Inoue and published by Springer Science & Business Media. This book was released on 2013-11-09 with total page 330 pages. Available in PDF, EPUB and Kindle. Book excerpt: Research centering on blood flow in the heart continues to hold an important position, especially since a better understanding of the subject may help reduce the incidence of coronary arterial disease and heart attacks. This book summarizes recent advances in the field; it is the product of fruitful cooperation among international scientists who met in Japan in May, 1990 to discuss the regulation of coronary blood flow.

Stress-testing the Banking System

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Publisher : Cambridge University Press
ISBN 13 : 1139482831
Total Pages : 355 pages
Book Rating : 4.1/5 (394 download)

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Book Synopsis Stress-testing the Banking System by : Mario Quagliariello

Download or read book Stress-testing the Banking System written by Mario Quagliariello and published by Cambridge University Press. This book was released on 2009-10-15 with total page 355 pages. Available in PDF, EPUB and Kindle. Book excerpt: Stress tests are used in risk management by banks in order to determine how certain crisis scenarios would affect the value of their portfolios, and by public authorities for financial stability purposes. Until the first half of 2007, interest in stress-testing was largely restricted to practitioners. Since then, the global financial system has been hit by deep turbulences, including the fallout from sub-prime mortgage lending. Many observers have pointed out that the severity of the crisis has been largely due to its unexpected nature and have claimed that a more extensive use of stress-testing methodologies would have helped to alleviate the repercussions of the crisis. This book analyses the theoretical underpinnings, as well as the practical aspects, of applying such methodologies. Building on the experience gained by the economists of many national and international financial authorities, it provides an updated toolkit for both practitioners and academics.

Stress Tested: The Covid-19 Pandemic and Canadian National Security

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Publisher : University of Calgary Press
ISBN 13 : 9781773852430
Total Pages : 288 pages
Book Rating : 4.8/5 (524 download)

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Book Synopsis Stress Tested: The Covid-19 Pandemic and Canadian National Security by : Leah West

Download or read book Stress Tested: The Covid-19 Pandemic and Canadian National Security written by Leah West and published by University of Calgary Press. This book was released on 2021-12 with total page 288 pages. Available in PDF, EPUB and Kindle. Book excerpt: The emergence of COVID-19 has raised urgent and important questions about the role of Canadian intelligence and national security within a global health crisis. Some argue that the effects of COVID-19 on Canada represent an intelligence failure, or a failure of early warning. Others argue that the role of intelligence and national security in matters of health is--and should remain--limited. At the same time, traditional security threats have rapidly evolved, themselves impacted and influenced by the global pandemic. Stress Tested brings together leading experts to examine the role of Canada's national security and intelligence community in anticipating, responding to, and managing a global public welfare emergency. This interdisciplinary collection offers a clear-eyed view of successes, failures, and lessons learned in Canada's pandemic response. Addressing topics including supply chain disruptions, infrastructure security, the ethics of surveillance within the context of pandemic response, the threats and potential threats of digital misinformation and fringe beliefs, and the challenges of maintaining security and intelligence operations during an ongoing pandemic, Stress Tested is essential reading for anyone interested in the lasting impacts of the COVID-19 pandemic.

The Stress Test

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Publisher : Bloomsbury Publishing USA
ISBN 13 : 1632867311
Total Pages : 256 pages
Book Rating : 4.6/5 (328 download)

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Book Synopsis The Stress Test by : Ian Robertson

Download or read book The Stress Test written by Ian Robertson and published by Bloomsbury Publishing USA. This book was released on 2017-01-03 with total page 256 pages. Available in PDF, EPUB and Kindle. Book excerpt: From one of the world's most respected neuroscientists, an eye-opening study of why we react to pressure in the way we do and how to be energized rather than defeated by stress. Why is it that some people react to seemingly trivial emotional upsets--like failing an unimportant exam or tackling a difficult project at work--with distress, while others power through life-changing tragedies showing barely any emotional upset whatsoever? How do some people shine brilliantly at public speaking while others stumble with their words and seem on the verge of an anxiety attack? Why do some people sink into all-consuming depression when life has dealt them a poor hand, while in others it merely increases their resilience? The difference between too much pressure and too little can result in either debilitating stress or lack of motivation in extreme situations. However, the right level of challenge and stress can help people flourish and achieve more than they ever thought possible. In THE STRESS TEST, clinical psychologist and cognitive neuroscientist Ian Robertson, armed with over four decades of research, reveals how we can shape our brain's response to pressure and how stress actually can be a good thing. THE STRESS TEST is a revelatory study of how and why we react to pressure as we do, and how we can change our response to stress to our benefit.

Stress Testing for Financial Institutions

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Publisher :
ISBN 13 : 9781906348113
Total Pages : 0 pages
Book Rating : 4.3/5 (481 download)

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Book Synopsis Stress Testing for Financial Institutions by : Daniel Rösch

Download or read book Stress Testing for Financial Institutions written by Daniel Rösch and published by . This book was released on 2008 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Looks at the regulatory and economic needs of banks and insurance companies, focusing on practical advice and solutions to everyday problems.

Reverse Stress Testing in Banking

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Publisher : Walter de Gruyter GmbH & Co KG
ISBN 13 : 3110644959
Total Pages : 483 pages
Book Rating : 4.1/5 (16 download)

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Book Synopsis Reverse Stress Testing in Banking by : Michael Eichhorn

Download or read book Reverse Stress Testing in Banking written by Michael Eichhorn and published by Walter de Gruyter GmbH & Co KG. This book was released on 2021-05-10 with total page 483 pages. Available in PDF, EPUB and Kindle. Book excerpt: Reverse stress testing was introduced in risk management as a regulatory tool for financial institutions more than a decade ago. The recent Covid-19 crisis illustrates its relevance and highlights the need for a systematic re-thinking of tail risks in the banking sector. This book addresses the need for practical guidance describing the entire reverse stress testing process. Reverse Stress Testing in Banking features contributions from a diverse range of established practitioners and academics. Organized in six parts, the book presents a series of contributions providing an in-depth understanding of: Regulatory requirements and ways to address them Quantitative and qualitative approaches to apply reverse stress testing at different levels – from investment portfolios and individual banks to the entire banking system The use of artificial intelligence, machine learning and quantum computing to gain insights into and address banks’ structural weaknesses Opportunities to co-integrate reverse stress testing with recovery and resolution planning Governance and processes for board members and C-suite executives Readers will benefit from the case studies, use cases from practitioners, discussion questions, recommendations and innovative practices provided in this insightful and pioneering book.

The Stress Test Every Business Needs

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Publisher : John Wiley & Sons
ISBN 13 : 1119417945
Total Pages : 276 pages
Book Rating : 4.1/5 (194 download)

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Book Synopsis The Stress Test Every Business Needs by : Jeffrey R. Greene

Download or read book The Stress Test Every Business Needs written by Jeffrey R. Greene and published by John Wiley & Sons. This book was released on 2018-09-05 with total page 276 pages. Available in PDF, EPUB and Kindle. Book excerpt: Future-proof your business today for stronger performance tomorrow The Stress Test Every Business Needs: A Capital Agenda for Confidently Facing Digital Disruption, Difficult Investors, Recessions and Geopolitical Threats provides a comprehensive approach to creating value and flexibility in an increasingly volatile business environment that presents both great risks and opportunities every day. The authors extend the banking “stress test” concept to a company’s Capital Agenda — how executives manage capital, execute transactions and apply corporate finance tools to strategic and operational decisions. Having a static Capital Agenda, however appropriate for your current market position, is not enough in today's uncertain world. Long-term success comes from building resilience into each element and in the way those elements interact. The book uses a broader definition of business stress that includes traditional macroeconomic and geopolitical risks, as well as technological disruption, hostile takeovers and activist shareholders. Companies that make poor strategic decisions or underperform operationally will likely find themselves facing great stress. And that stress is symmetric; threats come from downside risks and from missed opportunities. The chapters address the how and why of essential issues such as: Formulating corporate strategy in a digital world Pre-empting activist shareholders Restoring distressed companies to operational and financial health Ensuring effective collaboration among strategy, finance and operations Getting the most out of your advisors Proactively managing intrinsic value Rigorously allocating capital across the enterprise Acquiring and divesting for optimum value Syncing financing decisions with business strategy and capital market conditions Incorporating tax planning throughout the Capital Agenda Liberating excess cash with leading working capital management practices Aligning strategic goals and metrics to reach your company’s full potential Companies that develop strategy and set operational priorities with a balanced Capital Agenda are best positioned to control their own destiny. The Stress Test Every Business Needs provides a roadmap to future-proof your business today for stronger performance tomorrow.

Ellestad's Stress Testing

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Publisher : Oxford University Press, USA
ISBN 13 : 0190225483
Total Pages : 609 pages
Book Rating : 4.1/5 (92 download)

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Book Synopsis Ellestad's Stress Testing by : Myrvin H. Ellestad

Download or read book Ellestad's Stress Testing written by Myrvin H. Ellestad and published by Oxford University Press, USA. This book was released on 2018-11-14 with total page 609 pages. Available in PDF, EPUB and Kindle. Book excerpt: The sixth edition of Ellestad's classic text on cardiac stress testing has been extensively updated and re-written to communicate contemporary understanding of the classical principles of stress testing to clinicians and researchers, students and seasoned practitioners alike. The current techniques for performing stress tests presented herein reflect major technologic advances in imaging, physiologic monitoring and the assessment of cardiovascular risk, addressing fundamental paradigm shifts in interventional, surgical and medical treatment of heart disease. Moreover, the text addresses the dramatic changes that are occurring in patient demographics and the environmental, socioeconomic, gender and genomic factors that crucially impact heart disease and warrant attention when performing cardiac stress testing. Chapters on the physiology of exercise testing including practical details regarding protocols for conducting the stress test, proper supervision, important parameters to be monitored, and the diagnostic and prognostic information to be gleaned from the electrocardiogram set the stage for expanded chapters on the use of cardiac imaging in conjunction with stress testing. Physiologic and metabolic considerations during stress testing are covered in detail. Application of stress testing to special populations, such as women, children, athletes, and individuals in both high and low risk groups are covered in new chapters. Finally, the authors address the use of stress testing in limited resource environments and discuss global changes in the incidence of atherosclerosis, and suggest how stress testing may evolve.

Stress Testing for Risk Control Under Basel II

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Publisher : Elsevier
ISBN 13 : 9780080467054
Total Pages : 360 pages
Book Rating : 4.4/5 (67 download)

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Book Synopsis Stress Testing for Risk Control Under Basel II by : Dimitris N. Chorafas

Download or read book Stress Testing for Risk Control Under Basel II written by Dimitris N. Chorafas and published by Elsevier. This book was released on 2011-04-08 with total page 360 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Consultative paper issued by the Basel Committee on Banking Supervision (Basel II) cites the failure of bankers to adequately stress test exposures as a major reason for bad loans. Sample quotes from this crucial document: * "Banks should take into consideration potential future changes in economic conditions when assessing individual credits and their credit portfolios, and should assess their credit risk exposures under stressful conditions." * "The recent disturbances in Asia and Russia illustrate how close linkages among emerging markets under stress conditions and previously undetected correlations between market and credit risks, as well as between those risks and liquidity risk, can produce widespread losses." * "Effective stress testing which takes account of business or product cycle effects is one approach to incorporating into credit decisions a fuller understanding of a borrower's credit risk." Written for professionals in financial services with responsibility for IT and risk measurement, management, and modeling, Dimitris Chorafas explains in clear language the testing methodology necessary for risk control to meet Basel II requirements. Stress testing is the core focus of the book, covering stress analysis and the use of scenarios, models, drills, benchmarking, backtesting, and post-mortems, creditworthiness, wrong way risk and statistical inference, probability of default, loss given default and exposure at default, stress testing expected losses, correlation coefficients, and unexpected losses, stress testing related to market discipline and control action, and pillars 2 and 3 of Basel II. * Written in clear, straightforward style with numerous practical examples * Based on five years of development and research * Focuses on stress probability of default, stress loss given default, stsress exposure at default

Banking's Final Exam

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Publisher : Columbia University Press
ISBN 13 : 0881327069
Total Pages : 379 pages
Book Rating : 4.8/5 (813 download)

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Book Synopsis Banking's Final Exam by : Morris Goldstein

Download or read book Banking's Final Exam written by Morris Goldstein and published by Columbia University Press. This book was released on 2017-05-30 with total page 379 pages. Available in PDF, EPUB and Kindle. Book excerpt: Spurred by the success of the first stress test of US banks toward the end of the global economic crisis in 2009, stress testing of large financial institutions has become the cornerstone of banking supervision worldwide. The aim of the tests is to determine which banks are adequately capitalized under severe economic shocks and to order corrective measures for those that are vulnerable. In Banking’s Final Exam, one of the world’s leading experts on banking regulation concludes that the tests administered on both sides of the Atlantic suffer from fundamental weaknesses, leading to a false sense of reassurance about the safety and soundness of the banking system. Some weaknesses can be corrected within the existing bank-capital regime, but others will require bold reforms—including higher minimum capital requirements for the largest and most systemically-important banks. The banking industry is likely to resist these reforms, but this book explains why their objections do not hold water.

Stress Echocardiography

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Publisher : Springer Nature
ISBN 13 : 3031310624
Total Pages : 674 pages
Book Rating : 4.0/5 (313 download)

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Book Synopsis Stress Echocardiography by : Eugenio Picano

Download or read book Stress Echocardiography written by Eugenio Picano and published by Springer Nature. This book was released on 2023-10-19 with total page 674 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is the seventh edition of a long-selling book (first edition 1991) that was translated into Italian, French, Chinese, Portuguese, Spanish, English. In the last ten years, stress echocardiography has exploded in its breadth and variety of applications. From a one-fits-all approach (wall motion by 2D-echo in the patient with known or suspected coronary artery disease), the field has progressed to an omnivorous, next-generation laboratory employing a variety of technologies (from M-Mode to 2D, from pulsed, continuous, color and tissue Doppler to lung ultrasound) on patients covering the entire spectrum of severity (from elite athletes to patients with end-stage heart failure) and ages (from children with congenital heart disease to the elderly with aortic stenosis). This new edition is enriched with over 300 figures, 150 tables and video-clips. In a societal and economic climate of increasing pressure for appropriate, justified and optimized imaging, stress echocardiography offers the great advantages of being radiation-free, relatively low cost, with minimal environmental impact, and with a staggering versatility: we can get more (information) with less (cost and risk). The volume will be a tremendous aid to current best practices for all health operators who intend to use stress echocardiography and ultrasound for diagnosis and guidance of optimal management in their patients.

Database Benchmarking and Stress Testing

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Author :
Publisher : Apress
ISBN 13 : 1484240081
Total Pages : 250 pages
Book Rating : 4.4/5 (842 download)

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Book Synopsis Database Benchmarking and Stress Testing by : Bert Scalzo

Download or read book Database Benchmarking and Stress Testing written by Bert Scalzo and published by Apress. This book was released on 2018-10-08 with total page 250 pages. Available in PDF, EPUB and Kindle. Book excerpt: Provide evidence-based answers that can be measured and relied upon by your business. Database administrators will be able to make sound architectural decisions in a fast-changing landscape of virtualized servers and container-based solutions based on the empirical method presented in this book for answering “what if” questions about database performance. Today’s database administrators face numerous questions such as: What if we consolidate databases using multitenant features? What if we virtualize database servers as Docker containers? What if we deploy the latest in NVMe flash disks to speed up IO access? Do features such as compression, partitioning, and in-memory OLTP earn back their price? What if we move our databases to the cloud? As an administrator, do you know the answers or even how to test the assumptions? Database Benchmarking and Stress Testing introduces you to database benchmarking using industry-standard test suites such as the TCP series of benchmarks, which are the same benchmarks that vendors rely upon. You’ll learn to run these industry-standard benchmarks and collect results to use in answering questions about the performance impact of architectural changes, technology changes, and even down to the brand of database software. You’ll learn to measure performance and predict the specific impact of changes to your environment. You’ll know the limitations of the benchmarks and the crucial difference between benchmarking and workload capture/reply. This book teaches you how to create empirical evidence in support of business and technology decisions. It’s about not guessing when you should be measuring. Empirical testing is scientific testing that delivers measurable results. Begin with a hypothesis about the impact of a possible architecture or technology change. Then run the appropriate benchmarks to gather data and predict whether the change you’re exploring will be beneficial, and by what order of magnitude. Stop guessing. Start measuring. Let Database Benchmarking and Stress Testing show the way. What You'll LearnUnderstand the industry-standard database benchmarks, and when each is best used Prepare for a database benchmarking effort so reliable results can be achieved Perform database benchmarking for consolidation, virtualization, and cloud projects Recognize and avoid common mistakes in benchmarking database performanceMeasure and interpret results in a rational, concise manner for reliable comparisonsChoose and provide advice on benchmarking tools based on their pros and cons Who This Book Is For Database administrators and professionals responsible for advising on architectural decisions such as whether to use cloud-based services, whether to consolidate and containerize, and who must make recommendations on storage or any other technology that impacts database performance