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Machine learning and deep learning applications in pathogenic microbiome research
  • Language: en
  • Pages: 162

Machine learning and deep learning applications in pathogenic microbiome research

The pathogenic microbiome is the community of microorganisms that live in humans or animals and cause disease. These microorganisms include bacteria, viruses, fungi, protozoa, etc. They usually live in the host's skin, mouth, intestinal tract, genitourinary tract, etc. Normally, there is a state of equilibrium between the host and these microorganisms, but when this equilibrium is disturbed, these microorganisms become the pathogenic microbiome and cause disease. To advance the field of microbiome research, artificial intelligence methods, especially machine learning and deep learning, have recently been used as important tools due to their powerful predictive and informative potential. Clas...

The Oxford Handbook of Early China
  • Language: en
  • Pages: 825

The Oxford Handbook of Early China

A chronological and interdisciplinary study of early China from the Neolithic through Warring States periods (ca 5000-500BCE).

Global Financial Stability Report, October 2014
  • Language: en
  • Pages: 192

Global Financial Stability Report, October 2014

The October 2014 issue finds that six years after the start of the crisis, the global economic recovery continues to rely heavily on accommodative monetary policies in advanced economies. Monetary accommodation remains critical in supporting economies by encouraging economic risk taking in the form of increased real spending by households and greater willingness to invest and hire by businesses. However, prolonged monetary ease may also encourage excessive financial risk taking. Analytical chapters examine (1) the growth of shadow banking around the globe, assessing risks and discussing regulatory responses, and calling for a more encompassing (macroprudential) approach to regulation and for enhanced data provision; and (2) how conflicts of interest among bank managers, shareholders, and debt holders can lead to excessive bank risk taking from society’s point of view, finding no clear relation between bank risk and the level of executive compensation, but that a better alignment of bankers’ pay with long-term outcomes is associated with less risk.

Grid and Cooperative Computing
  • Language: en
  • Pages: 1151

Grid and Cooperative Computing

  • Type: Book
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  • Published: 2004-04-19
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  • Publisher: Springer

Grid and cooperative computing has emerged as a new frontier of information tech- logy. It aims to share and coordinate distributed and heterogeneous network resources forbetterperformanceandfunctionalitythatcanotherwisenotbeachieved.Thisvolume contains the papers presented at the 2nd International Workshop on Grid and Coope- tive Computing, GCC 2003, which was held in Shanghai, P.R. China, during December 7–10, 2003. GCC is designed to serve as a forum to present current and future work as well as to exchange research ideas among researchers, developers, practitioners, and usersinGridcomputing,Webservicesandcooperativecomputing,includingtheoryand applications. For this workshop, we receiv...

Macro-Fiscal Management Practices in Eastern and Southern Africa
  • Language: en
  • Pages: 38

Macro-Fiscal Management Practices in Eastern and Southern Africa

This paper examines the institutional arrangements of the macro-fiscal function in 16 African countries. Most ministries of finance (MoFs) have established a macro-fiscal department or unit, but their functions, size, structure and outputs vary considerably. Based on a survey, we present data on staff size, functional scope and the forecasting performance of macro-fiscal departments and identify common challenges in the countries reviewed. Some MoFs perform many macro-fiscal functions, but actions of various kinds are needed to strengthen their macro-fiscal departments. This paper provides some guidance for policy-makers in the region for enhancing the quality and scope of macro-fiscal outputs.

Confronting South Korea's Next Crisis
  • Language: en
  • Pages: 647

Confronting South Korea's Next Crisis

South Korea's economic miracle is a well-known story. However, today Korea is confronting a new set of internal and external risks, which may foreshadow the next crisis. The Korean economy has been struggling with the faltering growth momentum and the rise of unprecedented socio-economic problems over recent years well before the pandemic crisis. After abrupt downshifts to markedly slower growth in the early 2000s, economic growth has continued to decelerate. Koreans are grappling with slow income growth, all time-high household debt, high youth unemployment, inequality, and social polarization. Politics is in disarray and is incapable of directing social discourse for the common good. Rapid...

Intimate Partner Violence
  • Language: en
  • Pages: 597

Intimate Partner Violence

Intimate partner violence is a challenging problem that health professionals encounter on a daily basis. This volume thoroughly compiles the current knowledge and health science and provides a strong foundation for students, educators, clinicians, and researchers on prevention, assessment, and intervention.

Economics of Global Business
  • Language: en
  • Pages: 426

Economics of Global Business

  • Type: Book
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  • Published: 2018-11-13
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  • Publisher: MIT Press

A textbook with innovative real-world macroeconomic analyses of timely policy issues, with case studies and examples from more than fifty countries. This timely and refreshingly real–world focused textbook examines some of the world's most critical policy issues through a macroeconomics lens. After presenting analytical foundations, modeling tools, and theoretical perspectives, Economics of Global Business goes a step further than most other texts, with a practical look at the local and multinational tradeoffs facing economic policymakers in more than fifty countries. Topics range from income equality and the financial crisis to GDP, inflation and unemployment, and, notably, one of the fir...

Regional Economic Outlook, Middle East and Central Asia, October 2015
  • Language: en
  • Pages: 128

Regional Economic Outlook, Middle East and Central Asia, October 2015

This issue discusses economic developments in the Middle East, North Africa, Afghanistan, and Pakistan (MENAP), which continue to reflect the diversity of conditions prevailing across the region. Most high-income oil exporters, primarily in the GCC, continue to record steady growth and solid economic and financial fundamentals, albeit with medium-term challenges that need to be addressed. In contrast, other countries—Iraq, Libya, and Syria—are mired in conflicts with not only humanitarian but also economic consequences. And yet other countries, mostly oil importers, are making continued but uneven progress in advancing their economic agendas, often in tandem with political transitions and amidst difficult social conditions. In most of these countries, without extensive economic and structural reforms, economic prospects for the medium term remain insufficient to reduce high unemployment and improve living standards.