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Federated Learning
This book provides a comprehensive and self-contained introduction to federated learning, ranging from the basic knowledge and theories to various key applications. Privacy and incentive issues are the focus of this book. It is timely as federated learning is becoming popular after the release of the General Data Protection Regulation (GDPR). Since federated learning aims to enable a machine model to be collaboratively trained without each party exposing private data to others. This setting adheres to regulatory requirements of data privacy protection such as GDPR. This book contains three main parts. Firstly, it introduces different privacy-preserving methods for protecting a federated lear...
Knowledge Graphs
This book provides a comprehensive and accessible introduction to knowledge graphs, which have recently garnered notable attention from both industry and academia. Knowledge graphs are founded on the principle of applying a graph-based abstraction to data, and are now broadly deployed in scenarios that require integrating and extracting value from multiple, diverse sources of data at large scale. The book defines knowledge graphs and provides a high-level overview of how they are used. It presents and contrasts popular graph models that are commonly used to represent data as graphs, and the languages by which they can be queried before describing how the resulting data graph can be enhanced ...
Women, Business and the Law 2018
How can governments ensure that women have the same employment and entrepreneurship opportunities as men? One important step is to level the legal playing field so that the rules for operating in the worlds of work and business apply equally regardless of gender. Women, Business and the Law 2018, the fifth edition in a series, examines laws affecting women’s economic inclusion in 189 economies worldwide. It tracks progress that has been made over the past two years while identifying opportunities for reform to ensure economic empowerment for all. The report updates all indicators as of June 1, 2017 and explores new areas of research, including financial inclusion.
Sustainable Learning in Higher Education
In an era of globalization, technological innovation, and social transformations, universities face the challenge of training students with the competencies needed to meet the demands of the market and to successfully integrate into today’s workforce. This book looks at the university as a dynamic source of essential competencies and explores various skill management models, methodologies and innovations applied by educational institutions around the world. The demands of today’s society represent a major challenge for universities and their teaching staffs. Professors need to adapt their teaching methods to meet these new challenges. For example, universities need to prepare new generat...
Metric Learning
Similarity between objects plays an important role in both human cognitive processes and artificial systems for recognition and categorization. How to appropriately measure such similarities for a given task is crucial to the performance of many machine learning, pattern recognition and data mining methods. This book is devoted to metric learning, a set of techniques to automatically learn similarity and distance functions from data that has attracted a lot of interest in machine learning and related fields in the past ten years. In this book, we provide a thorough review of the metric learning literature that covers algorithms, theory and applications for both numerical and structured data....
Who's who in Latin America: Mexico, Central America, and Panama; Cuba, Dominican Republic, and Haiti; Colombia, Ecuador, and Venezuela
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Providing Agri-environmental Public Goods through Collective Action
This study analyses the promotion of collective action for agri-environmental public goods and addresses externalities by reviewing the experience of various OECD member countries.
Technology, Innovation, and Educational Change
This book highlights the scope and variety of curricular change with educational technology. Research teams from 28 countries in North America, Europe, Asia, South America, and Africa developed 174 case reports of innovative classrooms all over the globe. They used classroom observations, interviews with teachers and principals, and focus groups of students and parents to examine trends and effects. The study highlights innovative uses of technology and identifies environmental criteria that could be used in implementing technology integration strategies.
Program Synthesis
Program synthesis is the task of automatically finding a program in the underlying programming language that satisfies the user intent expressed in the form of some specification. Since the inception of artificial intelligence in the 1950s, this problem has been considered the holy grail of Computer Science. Despite inherent challenges in the problem such as ambiguity of user intent and a typically enormous search space of programs, the field of program synthesis has developed many different techniques that enable program synthesis in different real-life application domains. It is now used successfully in software engineering, biological discovery, compute-raided education, end-user programm...
