Machine learning algorithms allow computers to learn without being explicitly programmed. Their application is now spreading to highly sophisticated tasks across multiple domains, such as medical diagnostics or fully autonomous vehicles. While this development holds great potential, it also raises new safety concerns, as machine learning has many specificities that make its behaviour prediction and assessment very different from that for explicitly programmed software systems. This book addresses the main safety concerns with regard to machine learning, including its susceptibility to environmental noise and adversarial attacks. Such vulnerabilities have become a major roadblock to the deployment of machine learning in safety-critical applications. The book presents up-to-date techniques for adversarial attacks, which are used to assess the vulnerabilities of machine learning models; formal verification, which is used to determine if a trained machine learning model is free of vulnerabilities; and adversarial training, which is used to enhance the training process and reduce vulnerabilities. The book aims to improve readers’ awareness of the potential safety issues regarding machine learning models. In addition, it includes up-to-date techniques for dealing with these issues, equipping readers with not only technical knowledge but also hands-on practical skills.
This book introduces Chinese language-processing issues and techniques to readers who already have a basic background in natural language processing (NLP). Since the major difference between Chinese and Western languages is at the word level, the book primarily focuses on Chinese morphological analysis and introduces the concept, structure, and interword semantics of Chinese words. The following topics are covered: a general introduction to Chinese NLP; Chinese characters, morphemes, and words and the characteristics of Chinese words that have to be considered in NLP applications; Chinese word segmentation; unknown word detection; word meaning and Chinese linguistic resources; interword semantics based on word collocation and NLP techniques for collocation extraction. Table of Contents: Introduction / Words in Chinese / Challenges in Chinese Morphological Processing / Chinese Word Segmentation / Unknown Word Identification / Word Meaning / Chinese Collocations / Automatic Chinese Collocation Extraction / Appendix / References / Author Biographies
The core of this book is the concept of huodegan (获得感), which refers to a sense of gain that includes perceived individual wellbeing and social development. Given that measuring sense of gain has become critical in the new era of socialism with Chinese characteristics and along with the social indicators movement in the last decade, building an index for evaluating sense of gain becomes critical. Apart from reviewing the existing index systems for social development and policy and the previous studies exploring the sense of gain, this book highlights the importance of combining Chinese socio-cultural features, established theories, and index systems.
This SpringerBrief provides the first systematic review of the existing works of cohesive subgraph search (CSS) over large heterogeneous information networks (HINs). It also covers the research breakthroughs of this area, including models, algorithms and comparison studies in recent years. This SpringerBrief offers a list of promising future research directions of performing CSS over large HINs. The authors first classify the existing works of CSS over HINs according to the classic cohesiveness metrics such as core, truss, clique, connectivity, density, etc., and then extensively review the specific models and their corresponding search solutions in each group. Note that since the bipartite network is a special case of HINs, all the models developed for general HINs can be directly applied to bipartite networks, but the models customized for bipartite networks may not be easily extended for other general HINs due to their restricted settings. The authors also analyze and compare these cohesive subgraph models (CSMs) and solutions systematically. Specifically, the authors compare different groups of CSMs and analyze both their similarities and differences, from multiple perspectives such as cohesiveness constraints, shared properties, and computational efficiency. Then, for the CSMs in each group, the authors further analyze and compare their model properties and high-level algorithm ideas. This SpringerBrief targets researchers, professors, engineers and graduate students, who are working in the areas of graph data management and graph mining. Undergraduate students who are majoring in computer science, databases, data and knowledge engineering, and data science will also want to read this SpringerBrief.
This paper assesses the extent of economic and financial integration among the East African Community (EAC) along a number of dimensions and, where possible, whether integration has increased in the wake of the major regional integration policy milestones.
Dunhuang Although Internationally Known Is Infrequently Visited. The Mogao Shrine At Dunhuang Is A Cluster Of 492 Caves, Containing 45,000 Square Metres Of Frescoes And 2,415 Stucco Statues. These Caves Were Created, Renovated And Maintained Continually With Devotion And Care From The 4Th Upto The 14Th Century. In This Volume We Have Provided An English Translation Of Selected Writings Of Prof. Duan Wenjie, Director Of The Dunhuang Academy Who Has Given A Chronological Study Of The Contents Inside The Mogao Caves With Several Decades Of Research Of The Dunhuang Academy Under His Command. Prof. Tan Chung, The Editor, Has Furnished An Illuminating Introduction, While Dr. Kapila Vatsyayan, The Driving Spirit Behind This Volume, Has Made Succinct Comments In Her Foreword . A Valuable Information On All The Mogao Caves Has Been Added. Colour And Black And White Photographs And Fine Sketches By Vineet Kumar Supplement The Text. The Indira Gandhi National Centre For The Arts Is Committed To Exploring All Dimensions Of Art. It Feels Privileged To Place Before Art Historians And Art Lovers Of The English-Speaking World First-Hand Information About His Unique Art Gallery Going Back To One-And-A-Half Millennia.
Demon Resisting Master was a strange profession that was rarely known. In addition to the cultivation of mysterious spells, they had inherited the "Devil's Note" from generation to generation, which added a touch of mysteriousness to the profession: In the book, there were sealed all kinds of strange and bizarre demons and monsters, there were all kinds of women who could call the wind and summon the rain, and there were also eccentric and eccentric women who could bite their throats to preside. The ten ancient divine tools that had been lost for a hundred years, the mysterious quarrels between the Four Great Families, the Demon Master's ultimate mission was to catch all the demons in the atlas? Or could it be that there was an unspeakable secret behind it? Now, I will take you on a legendary path to behead demons and devils, and see how the employees will use demons to deal with humans and demons, and reach the pinnacle of life!
This paper takes stock of the global economic recovery a decade after the 2008 financial crisis. Output losses after the crisis appear to be persistent, irrespective of whether a country suffered a banking crisis in 2007–08. Sluggish investment was a key channel through which these losses registered, accompanied by long-lasting capital and total factor productivity shortfalls relative to precrisis trends. Policy choices preceding the crisis and in its immediate aftermath influenced postcrisis variation in output. Underscoring the importance of macroprudential policies and effective supervision, countries with greater financial vulnerabilities in the precrisis years suffered larger output losses after the crisis. Countries with stronger precrisis fiscal positions and those with more flexible exchange rate regimes experienced smaller losses. Unprecedented and exceptional policy actions taken after the crisis helped mitigate countries’ postcrisis output losses.
Covers the fundamental concepts and advanced modelling techniques of Doubly Fed Induction Generators accompanied by analyses and simulation results Filled with illustrations, problems, models, analyses, case studies, selected simulation and experimental results, Advanced Control of Doubly Fed Induction Generator for Wind Power Systems provides the basic concepts for modelling and controlling of Doubly Fed Induction Generator (DFIG) wind power systems and their power converters. It explores both the challenges and concerns of DFIG under a non-ideal grid and introduces the control strategies and effective operations performance options of DFIG under a non-ideal grid. Other topics of this book include thermal analysis of DFIG wind power converters under grid faults; implications of the DFIG test bench; advanced control of DFIG under harmonic distorted grid voltage, including multiple-loop and resonant control; modeling of DFIG and GSC under unbalanced grid voltage; the LFRT of DFIG, including the recurring faults ride through of DFIG; and more. In addition, this resource: Explores the challenges and concerns of Doubly Fed Induction Generators (DFIG) under non-ideal grid Discusses basic concepts of DFIG wind power system and vector control schemes of DFIG Introduces control strategies under a non-ideal grid Includes case studies and simulation and experimental results Advanced Control of Doubly Fed Induction Generator for Wind Power Systems is an ideal book for graduate students studying renewable energy and power electronics as well as for research and development engineers working with wind power converters.
Corporate market power has risen in recent decades, and new estimates in this note suggest that the likely wave of small and medium-sized enterprise bankruptcies from the ongoing pandemic will further strengthen market concentration. Whether and how policymakers should address this issue is hotly debated. This note provides new evidence on the policy relevance of rising market power and highlights possible implications for the design of competition policy frameworks and macroeconomic policies.
This book reflects the great changes in terms of real estate sales, purchases, finance and policies from planned economy to market economy in China. Real estate system has always been a great concern to the public for its irreplaceable role in people’s lives and various daily affairs, as well as in the development of the whole economy, especially in China’s context. The unique perspective of this book lies in the significant role that the Chinese government plays in real estate system. This book aims to help readers to understand China’s real estate system comprehensively.
This paper assesses the extent of economic and financial integration among the East African Community (EAC) along a number of dimensions and, where possible, whether integration has increased in the wake of the major regional integration policy milestones.
China and Africa have forged a strong economic relationship since China’s accession to the WTO in 2001. This paper examines the evolution of these economic ties starting in the early 2000s, and the subsequent shift in the relationship triggered by the commodity price collapse in 2015 and by the COVID-19 pandemic. The potential effects on the African continent of a further slowdown in Chinese growth are analyzed, highlighting the varying effects on different countries in Africa, especially those heavily dependent on their economic relationship with China. The conclusion offers a discussion of ways how African countries and China could adapt to the changing relationship.
This analysis of the extent of trade integration of sub-Saharan African (SSA) countries in the global economy as well as within the region over the 1995–2013 period focuses on four key concepts: (1) trade openness, captured by import and export flows; (2) the centrality in the global and regional trade network, a measure that takes into account not only the size of trade but also the number of trade partners and the respective weight of these trade partners in global trade; (3) gravity model estimates that account for country- and region-specific determinants of bilateral trade flows; and (4) global value chain (GVC) integration. Using both existing data and a newly available dataset based on multiregion input and output tables, this analysis led to several findings: (1) trade openness has increased strongly; (2) integration in the global economy has made the region more vulnerable to external shocks; (3) levels of trade flows emanating from sub-Saharan Africa are still only half the magnitude of those experienced elsewhere in the world; (4) the region still has ways to go to better integrate in GVCs; and (5) it is more critical than ever to make progress in filling the infrastructure gap by lowering tariff and nontariff barriers, improving the business climate and access to credit, and continuing to enhance education outcomes.
How does China’s new growth model affect sub-Saharan Africa? To address this question, this paper first looks at the growing ties between China and Africa; attempts to estimate more precisely the impact on growth through the trade channel; and finally draws some policy implications regarding whether this means an end of the Africa Rising narrative or merely the beginning of a new chapter.
This book reflects the great changes in terms of real estate sales, purchases, finance and policies from planned economy to market economy in China. Real estate system has always been a great concern to the public for its irreplaceable role in people’s lives and various daily affairs, as well as in the development of the whole economy, especially in China’s context. The unique perspective of this book lies in the significant role that the Chinese government plays in real estate system. This book aims to help readers to understand China’s real estate system comprehensively.
Covers the fundamental concepts and advanced modelling techniques of Doubly Fed Induction Generators accompanied by analyses and simulation results Filled with illustrations, problems, models, analyses, case studies, selected simulation and experimental results, Advanced Control of Doubly Fed Induction Generator for Wind Power Systems provides the basic concepts for modelling and controlling of Doubly Fed Induction Generator (DFIG) wind power systems and their power converters. It explores both the challenges and concerns of DFIG under a non-ideal grid and introduces the control strategies and effective operations performance options of DFIG under a non-ideal grid. Other topics of this book include thermal analysis of DFIG wind power converters under grid faults; implications of the DFIG test bench; advanced control of DFIG under harmonic distorted grid voltage, including multiple-loop and resonant control; modeling of DFIG and GSC under unbalanced grid voltage; the LFRT of DFIG, including the recurring faults ride through of DFIG; and more. In addition, this resource: Explores the challenges and concerns of Doubly Fed Induction Generators (DFIG) under non-ideal grid Discusses basic concepts of DFIG wind power system and vector control schemes of DFIG Introduces control strategies under a non-ideal grid Includes case studies and simulation and experimental results Advanced Control of Doubly Fed Induction Generator for Wind Power Systems is an ideal book for graduate students studying renewable energy and power electronics as well as for research and development engineers working with wind power converters.
This paper takes stock of the global economic recovery a decade after the 2008 financial crisis. Output losses after the crisis appear to be persistent, irrespective of whether a country suffered a banking crisis in 2007–08. Sluggish investment was a key channel through which these losses registered, accompanied by long-lasting capital and total factor productivity shortfalls relative to precrisis trends. Policy choices preceding the crisis and in its immediate aftermath influenced postcrisis variation in output. Underscoring the importance of macroprudential policies and effective supervision, countries with greater financial vulnerabilities in the precrisis years suffered larger output losses after the crisis. Countries with stronger precrisis fiscal positions and those with more flexible exchange rate regimes experienced smaller losses. Unprecedented and exceptional policy actions taken after the crisis helped mitigate countries’ postcrisis output losses.
This will help us customize your experience to showcase the most relevant content to your age group
Please select from below
Login
Not registered?
Sign up
Already registered?
Success – Your message will goes here
We'd love to hear from you!
Thank you for visiting our website. Would you like to provide feedback on how we could improve your experience?
This site does not use any third party cookies with one exception — it uses cookies from Google to deliver its services and to analyze traffic.Learn More.