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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...
This volume presents the first collection of work on research synthesis in applied linguistics. It introduces readers to a cutting-edge approach for reviewing and summarizing exactly what accumulated research has to say about theoretical and practical subjects. John Norris and Lourdes Ortega first elucidate the value and practice of synthesis, and they challenge all members of the research community to adopt a synthetic ethic. The book then features seven empirical syntheses, each modeling rigorous synthetic practice in definitively reviewing the state of knowledge and research quality in important domains. Included are five meta-analyses on: Universal Grammar; Task-Based Interaction; Corrective Feedback; Instructed Pragmatics Development; and Reading Strategy Training. Also included are a qualitative meta-synthesis on Effective Teaching for English Language Learners, and a historiographical synthesis of Proficiency Assessment practices. Rounding out the collection are commentaries by two renowned experts in language learning and teaching research: Nick Ellis and Craig Chaudron.
This book examines the construction and articulation of diasporic cultural identity among the Turkish working-class youth in Kreuzberg (Little Istanbul), Berlin. This work primarily suggests that the contemporary diasporic consciousness is built on two antithetical axes: particularism and universalism. The presence of this dichotomy derives from the unresolved historical dialogues that the diasporic youths experience between continuity and disruption, essence and positionality, tradition and translation, homogeneity and difference, past and future, 'here' and 'there', 'roots' and 'routes', and local and global.
The IWA Task Group for Mathematical Modelling of Anaerobic Digestion Processes was created with the aim to produce a generic model and common platform for dynamic simulations of a variety of anaerobic processes. This book presents the outcome of this undertaking and is the result of four years collaborative work by a number of international experts from various fields of anaerobic process technology. The purpose of this approach is to provide a unified basis for anaerobic digestion modelling. It is hoped this will promote increased application of modelling and simulation as a tool for research, design, operation and optimisation of anaerobic processes worldwide. This model was developed on t...
This Companion covers the hip-hop elements, methods of studying hip-hop, and case studies from Nerdcore to Turkish-German and Japanese hip-hop.
Crescent and Dove looks at the relationship between contemporary Islam and peacemaking by tackling the diverse interpretations, concepts, and problems in the field of Islamic peacemaking. It addresses both theory and practice by delving into the intellectual heritage of Islam to discuss historical examples of addressing conflict in Islam and exploring the practical challenges of contemporary peacemaking in Arab countries, Turkey, Iran, Pakistan, and Indonesia.
The English language is spreading across the world, and so too is hip-hop culture: both are being altered, developed, reinterpreted, reclaimed. This timely book explores the relationship between global Englishes (the spread and use of diverse forms of English within processes of globalization) and transcultural flows (the movements, changes and reuses of cultural forms in disparate contexts). This wide-ranging study focuses on the ways English is embedded in other linguistic contexts, including those of East Asia, Australia, West Africa and the Pacific Islands. Drawing on transgressive and performative theory, Pennycook looks at how global Englishes, transcultural flows and pedagogy are interconnected in ways that oblige us to rethink language and culture within the contemporary world. Global Englishes and Transcultural Flows is a valuable resource to applied linguists, sociolinguists, and students on cultural studies, English language studies, TEFL and TESOL courses.
This book constitutes the refereed proceedings of the 23rd International Conference on Group Decision and Negotiation, GDN 2023, which took place in Tokyo, Japan during June 11–15, 2023. The field of Group Decision and Negotiation focuses on decision processes with at least two participants and a common goal but conflicting individual goals. Research areas of Group Decision and Negotiation include electronic negotiations, experiments, the role of emotions in group decision and negotiations, preference elicitation and decision support for group decisions and negotiations, and conflict resolution principles. This year’s conference focusses on multimodal interactions. The 11 full papers presented in this volume were carefully reviewed and selected from 102 submissions. They were organized in the following topical sections: Taking a step back: Critically re-examining technology interactions with group decision and negotiation; preference modeling and multi-criteria decision-making; and conflict modeling and distributive mechanisms.