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Developing the research, writing and referencing skills vital to achieving success in an academic environment is a necessary part of university study. Keys to Academic English presents Academic English, a distinct form of the language used at a tertiary level, and its building blocks - appropriate research, critical thinking and language, effective communication and essay preparation and writing - in an accessible, easy-to-use format. The first part of the text covers the overarching principles of Academic English, including the history of English, and grammar and language essentials. The second part discusses the practical application of this knowledge, with particular emphasis on crafting coherent, thesis-driven essays, alongside discussion of research and sources, referencing and citation, and style and presentation. Written by authors with extensive tertiary teaching experience, Keys to Academic English is an invaluable reference for students beginning their university degrees across a range of humanities disciplines.
Developing the research, writing and referencing skills vital to achieving success in an academic environment is a necessary part of university study. Keys to Academic English presents Academic English, a distinct form of the language used at a tertiary level, and its building blocks - appropriate research, critical thinking and language, effective communication and essay preparation and writing - in an accessible, easy-to-use format. The first part of the text covers the overarching principles of Academic English, including the history of English, and grammar and language essentials. The second part discusses the practical application of this knowledge, with particular emphasis on crafting coherent, thesis-driven essays, alongside discussion of research and sources, referencing and citation, and style and presentation. Written by authors with extensive tertiary teaching experience, Keys to Academic English is an invaluable reference for students beginning their university degrees across a range of humanities disciplines.
This new edition of a textbook first published in 2000 provides a comprehensive account of the law of treaties from the viewpoint of two experienced practitioners. It draws on the combined experience of Anthony Aust, the original author, and Jeremy Hill, until recently Legal Counsellor in the Foreign, Commonwealth and Development Office, London. The book provides a wealth of examples of the problems experienced with treaties on a daily basis. The authors explore numerous precedents from treaties and other related documents, such as non-legally binding instruments. Using clear and accessible language, the authors cover the full extent of treaty law, with both practitioners and students in mind. Modern Treaty Law and Practice is essential reading for officials in governments and international organisations, lawyers practising in international law, and teachers and students of law, political science, international relations and diplomacy who have an interest in treaties.
This new edition of a textbook first published in 2000 provides a comprehensive account of the law of treaties from the viewpoint of two experienced practitioners. It draws on the combined experience of Anthony Aust, the original author, and Jeremy Hill, until recently Legal Counsellor in the Foreign, Commonwealth and Development Office, London. The book provides a wealth of examples of the problems experienced with treaties on a daily basis. The authors explore numerous precedents from treaties and other related documents, such as non-legally binding instruments. Using clear and accessible language, the authors cover the full extent of treaty law, with both practitioners and students in mind. Modern Treaty Law and Practice is essential reading for officials in governments and international organisations, lawyers practising in international law, and teachers and students of law, political science, international relations and diplomacy who have an interest in treaties.
This book explores the impact of the First World War on Imperial Germany and examines military aspects of the conflict, as well as the diplomacy, politics, and industrial mobilization of wartime Germany. Including maps, tables, and illustrations, it also offers a rich portrait of life on the home front - the war's pervasive effects on rich and poor, men and women, young and old, farmers and city-dwellers, Protestants, Catholics, and Jews. It analyzes the growing burdens of war and the translation of hardship into political opposition. The new edition incorporates the latest scholarship and expands the coverage of military action outside Europe, military occupation, prisoners of war, and the memory of war. This survey represents the most comprehensive history of Germany during the First World War. It will be of interest to all students of German and European history, as well as the history of war and society.
This book explores the impact of the First World War on Imperial Germany and examines military aspects of the conflict, as well as the diplomacy, politics, and industrial mobilization of wartime Germany. Including maps, tables, and illustrations, it also offers a rich portrait of life on the home front - the war's pervasive effects on rich and poor, men and women, young and old, farmers and city-dwellers, Protestants, Catholics, and Jews. It analyzes the growing burdens of war and the translation of hardship into political opposition. The new edition incorporates the latest scholarship and expands the coverage of military action outside Europe, military occupation, prisoners of war, and the memory of war. This survey represents the most comprehensive history of Germany during the First World War. It will be of interest to all students of German and European history, as well as the history of war and society.
Vulnerability is not a fixed state; people and families can move in and out of experiencing vulnerability throughout their lives. All families are at risk of experiencing vulnerability at some point, which means that social workers and other professionals must be equipped with the skills to effectively provide them with support. Working with Families Experiencing Vulnerability: A Partnership Approach provides a comprehensive, evidence-based guide to family-centred practice for the social work, human services, health and education professions. This edition has been comprehensively revised and features new chapters on working with families affected by natural disasters, families experiencing poverty, Māori families, LGBTQIA+ families and families where a parent has an intellectual disability. Emphasis is placed on promoting a rights-based, relational approach to working with children and young people, who are most at risk of experiencing vulnerability. Each chapter includes case studies, reflective questions and activities.
Vulnerability is not a fixed state; people and families can move in and out of experiencing vulnerability throughout their lives. All families are at risk of experiencing vulnerability at some point, which means that social workers and other professionals must be equipped with the skills to effectively provide them with support. Working with Families Experiencing Vulnerability: A Partnership Approach provides a comprehensive, evidence-based guide to family-centred practice for the social work, human services, health and education professions. This edition has been comprehensively revised and features new chapters on working with families affected by natural disasters, families experiencing poverty, Māori families, LGBTQIA+ families and families where a parent has an intellectual disability. Emphasis is placed on promoting a rights-based, relational approach to working with children and young people, who are most at risk of experiencing vulnerability. Each chapter includes case studies, reflective questions and activities.
Master the principles of structural dynamics with this comprehensive and self-contained textbook, with key theoretical concepts explained through real-world engineering applications. The theory of natural modes of vibration, the finite element method and the dynamic response of structures is balanced with practical applications to give students a thorough contextual understanding of the subject. Enhanced coverage of damping, rotating systems, and parametric excitation provides students with superior understanding of these essential topics. Examples and homework problems, closely linked to real-world applications, enrich and deepen student understanding. Curated mathematical appendices equip students with all the tools necessary to excel, without disrupting coverage of core topics. Containing all the material needed for a one- or two-semester course, and accompanied online by Matlab code, this authoritative textbook is the ideal introduction for graduate students in aerospace, mechanical and civil engineering.
Master the principles of structural dynamics with this comprehensive and self-contained textbook, with key theoretical concepts explained through real-world engineering applications. The theory of natural modes of vibration, the finite element method and the dynamic response of structures is balanced with practical applications to give students a thorough contextual understanding of the subject. Enhanced coverage of damping, rotating systems, and parametric excitation provides students with superior understanding of these essential topics. Examples and homework problems, closely linked to real-world applications, enrich and deepen student understanding. Curated mathematical appendices equip students with all the tools necessary to excel, without disrupting coverage of core topics. Containing all the material needed for a one- or two-semester course, and accompanied online by Matlab code, this authoritative textbook is the ideal introduction for graduate students in aerospace, mechanical and civil engineering.
This new graduate textbook adopts a pedagogical approach to contemporary cosmology that enables readers to build an intuitive understanding of theory and data, and of how they interact, which is where the greatest advances in the field are currently being made. Using analogies, intuitive explanations of complex topics, worked examples and computational problems, the book begins with the physics of the early universe, and goes on to cover key concepts such as inflation, dark matter and dark energy, large‑scale structure, and cosmic microwave background. Computational and data analysis techniques, and statistics, are integrated throughout the text, particularly in the chapters on late-universe cosmology, while another chapter is entirely devoted to the basics of statistical methods. A solutions manual for end-of-chapter problems is available to instructors, and suggested syllabi, based on different course lengths and emphasis, can be found in the Preface. Online computer code and datasets enhance the student learning experience.
This new graduate textbook adopts a pedagogical approach to contemporary cosmology that enables readers to build an intuitive understanding of theory and data, and of how they interact, which is where the greatest advances in the field are currently being made. Using analogies, intuitive explanations of complex topics, worked examples and computational problems, the book begins with the physics of the early universe, and goes on to cover key concepts such as inflation, dark matter and dark energy, large‑scale structure, and cosmic microwave background. Computational and data analysis techniques, and statistics, are integrated throughout the text, particularly in the chapters on late-universe cosmology, while another chapter is entirely devoted to the basics of statistical methods. A solutions manual for end-of-chapter problems is available to instructors, and suggested syllabi, based on different course lengths and emphasis, can be found in the Preface. Online computer code and datasets enhance the student learning experience.
The European Union is a key player in determining policies and politics in Europe, and yet understanding how it works remains a challenge. The Politics of the European Union introduces students to its functioning by showing the similarities and differences between the EU and national political systems. Fully revised and updated in its third edition, this introductory textbook uses the tools of comparative politics to explore the history, theories, institutions, key actors, politics and policy-making of the EU. This comparative approach enables students to apply their knowledge of domestic politics and broader debates in political science to better understand the EU. Numerous real-world examples guide students through the textbook, and chapter briefings, fact files and controversy boxes highlight the important and controversial issues in EU politics. A companion website features free 'Navigating the EU' exercises to guide students in their analysis of EU policy-making.
The European Union is a key player in determining policies and politics in Europe, and yet understanding how it works remains a challenge. The Politics of the European Union introduces students to its functioning by showing the similarities and differences between the EU and national political systems. Fully revised and updated in its third edition, this introductory textbook uses the tools of comparative politics to explore the history, theories, institutions, key actors, politics and policy-making of the EU. This comparative approach enables students to apply their knowledge of domestic politics and broader debates in political science to better understand the EU. Numerous real-world examples guide students through the textbook, and chapter briefings, fact files and controversy boxes highlight the important and controversial issues in EU politics. A companion website features free 'Navigating the EU' exercises to guide students in their analysis of EU policy-making.
A coherent introduction to generative syntax by a leader in the field, this textbook leads students through the theory from the very beginning, assuming no prior knowledge. Introducing the central concepts in a systematic and engaging way, it covers the goals of generative grammar, tacit native-speaker knowledge, categories and constituents, phrase structure, movement, binding, syntax beyond English, and the architecture of grammar. The theory is built slowly, showing in a step-by-step fashion how different versions of generative theory relate to one-another. Examples are carefully chosen to be easily understood, and a comprehensive glossary provides clear definitions of all the key terms introduced. With end of chapter exercises, broader discussion questions, and annotated further reading lists, 'Beginning Syntax' is the ideal resource for instructors and beginning undergraduate students of syntax alike. Two further textbooks by Ian Roberts, 'Continuing Syntax' and 'Comparing Syntax', will take students to intermediate and advanced level.
A coherent introduction to generative syntax by a leader in the field, this textbook leads students through the theory from the very beginning, assuming no prior knowledge. Introducing the central concepts in a systematic and engaging way, it covers the goals of generative grammar, tacit native-speaker knowledge, categories and constituents, phrase structure, movement, binding, syntax beyond English, and the architecture of grammar. The theory is built slowly, showing in a step-by-step fashion how different versions of generative theory relate to one-another. Examples are carefully chosen to be easily understood, and a comprehensive glossary provides clear definitions of all the key terms introduced. With end of chapter exercises, broader discussion questions, and annotated further reading lists, 'Beginning Syntax' is the ideal resource for instructors and beginning undergraduate students of syntax alike. Two further textbooks by Ian Roberts, 'Continuing Syntax' and 'Comparing Syntax', will take students to intermediate and advanced level.
This text on the theory and applications of network science is aimed at beginning graduate students in statistics, data science, computer science, machine learning, and mathematics, as well as advanced students in business, computational biology, physics, social science, and engineering working with large, complex relational data sets. It provides an exciting array of analysis tools, including probability models, graph theory, and computational algorithms, exposing students to ways of thinking about types of data that are different from typical statistical data. Concepts are demonstrated in the context of real applications, such as relationships between financial institutions, between genes or proteins, between neurons in the brain, and between terrorist groups. Methods and models described in detail include random graph models, percolation processes, methods for sampling from huge networks, network partitioning, and community detection. In addition to static networks the book introduces dynamic networks such as epidemics, where time is an important component.
This text on the theory and applications of network science is aimed at beginning graduate students in statistics, data science, computer science, machine learning, and mathematics, as well as advanced students in business, computational biology, physics, social science, and engineering working with large, complex relational data sets. It provides an exciting array of analysis tools, including probability models, graph theory, and computational algorithms, exposing students to ways of thinking about types of data that are different from typical statistical data. Concepts are demonstrated in the context of real applications, such as relationships between financial institutions, between genes or proteins, between neurons in the brain, and between terrorist groups. Methods and models described in detail include random graph models, percolation processes, methods for sampling from huge networks, network partitioning, and community detection. In addition to static networks the book introduces dynamic networks such as epidemics, where time is an important component.
Semantics and pragmatics – the study of meaning, and meaning in context, respectively – are two fundamental areas of linguistics, and as such are crucial to our understanding of how meaning is created. However, their theoretical ideas are often introduced without making clear connections between views, theories, and problems. This pioneering volume is both a textbook and a research guide, taking the reader on a journey through language and ultimately enabling them to think about meaning as linguists and philosophers would. Assuming no prior knowledge of linguistics, it introduces semantics, pragmatics, and the philosophy of language, showing how all three fields can address the 'big questions' that run through the study of meaning. It covers key theories and approaches, while also enabling increasingly more sophisticated questions about the interconnected aspects of meaning, with the end goal of preparing the reader to make their own, original contributions to ideas about meaning.
Semantics and pragmatics – the study of meaning, and meaning in context, respectively – are two fundamental areas of linguistics, and as such are crucial to our understanding of how meaning is created. However, their theoretical ideas are often introduced without making clear connections between views, theories, and problems. This pioneering volume is both a textbook and a research guide, taking the reader on a journey through language and ultimately enabling them to think about meaning as linguists and philosophers would. Assuming no prior knowledge of linguistics, it introduces semantics, pragmatics, and the philosophy of language, showing how all three fields can address the 'big questions' that run through the study of meaning. It covers key theories and approaches, while also enabling increasingly more sophisticated questions about the interconnected aspects of meaning, with the end goal of preparing the reader to make their own, original contributions to ideas about meaning.
This extraordinary three-volume work, written in an engaging and rigorous style by a world authority in the field, provides an accessible, comprehensive introduction to the full spectrum of mathematical and statistical techniques underpinning contemporary methods in data-driven learning and inference. This second volume, Inference, builds on the foundational topics established in volume I to introduce students to techniques for inferring unknown variables and quantities, including Bayesian inference, Monte Carlo Markov Chain methods, maximum-likelihood estimation, hidden Markov models, Bayesian networks, and reinforcement learning. A consistent structure and pedagogy is employed throughout this volume to reinforce student understanding, with over 350 end-of-chapter problems (including solutions for instructors), 180 solved examples, almost 200 figures, datasets and downloadable Matlab code. Supported by sister volumes Foundations and Learning, and unique in its scale and depth, this textbook sequence is ideal for early-career researchers and graduate students across many courses in signal processing, machine learning, statistical analysis, data science and inference.
This extraordinary three-volume work, written in an engaging and rigorous style by a world authority in the field, provides an accessible, comprehensive introduction to the full spectrum of mathematical and statistical techniques underpinning contemporary methods in data-driven learning and inference. This second volume, Inference, builds on the foundational topics established in volume I to introduce students to techniques for inferring unknown variables and quantities, including Bayesian inference, Monte Carlo Markov Chain methods, maximum-likelihood estimation, hidden Markov models, Bayesian networks, and reinforcement learning. A consistent structure and pedagogy is employed throughout this volume to reinforce student understanding, with over 350 end-of-chapter problems (including solutions for instructors), 180 solved examples, almost 200 figures, datasets and downloadable Matlab code. Supported by sister volumes Foundations and Learning, and unique in its scale and depth, this textbook sequence is ideal for early-career researchers and graduate students across many courses in signal processing, machine learning, statistical analysis, data science and inference.
This insightful and accessible introduction provides students and practitioners with a comprehensive overview of the increasingly important discipline of international investment law. Focusing primarily on the legal principles contained in the growing body of international investment agreements, this book covers the core concepts of the discipline, with attention given to their relation to each other and to the manner which they have developed through arbitration case law. The context of each legal principle is explored, along with a consideration of some of the major debates and emerging criticisms. Avoiding extensive case extracts, this book adopts an engaging and succinct narrative style which allows readers to advance their understanding of the topic while examining the legal principles with academic rigour and discerning commentary.
This insightful and accessible introduction provides students and practitioners with a comprehensive overview of the increasingly important discipline of international investment law. Focusing primarily on the legal principles contained in the growing body of international investment agreements, this book covers the core concepts of the discipline, with attention given to their relation to each other and to the manner which they have developed through arbitration case law. The context of each legal principle is explored, along with a consideration of some of the major debates and emerging criticisms. Avoiding extensive case extracts, this book adopts an engaging and succinct narrative style which allows readers to advance their understanding of the topic while examining the legal principles with academic rigour and discerning commentary.
The Navier-Stokes equations describe the motion of fluids and are an invaluable addition to the toolbox of every physicist, applied mathematician, and engineer. The equations arise from applying Newton's laws of motion to a moving fluid and are considered, when used in combination with mass and energy conservation rules, to be the fundamental governing equations of fluid motion. They are relevant across many disciplines, from astrophysics and oceanic sciences to aerospace engineering and materials science. This Student's Guide provides a clear and focused presentation of the derivation, significance and applications of the Navier-Stokes equations, along with the associated continuity and energy equations. Designed as a useful supplementary resource for undergraduate and graduate students, each chapter concludes with a selection of exercises intended to reinforce and extend important concepts. Video podcasts demonstrating the solutions in full are provided online, along with written solutions and other additional resources.
The Navier-Stokes equations describe the motion of fluids and are an invaluable addition to the toolbox of every physicist, applied mathematician, and engineer. The equations arise from applying Newton's laws of motion to a moving fluid and are considered, when used in combination with mass and energy conservation rules, to be the fundamental governing equations of fluid motion. They are relevant across many disciplines, from astrophysics and oceanic sciences to aerospace engineering and materials science. This Student's Guide provides a clear and focused presentation of the derivation, significance and applications of the Navier-Stokes equations, along with the associated continuity and energy equations. Designed as a useful supplementary resource for undergraduate and graduate students, each chapter concludes with a selection of exercises intended to reinforce and extend important concepts. Video podcasts demonstrating the solutions in full are provided online, along with written solutions and other additional resources.
This introductory textbook explores key issues and recent discussions within the field of corporate sustainability and social responsibility, through theoretical and practical perspectives. Written by an international team of experts, the chapters introduce the actors and corporate processes that shape firms' management of environmental, social and governance (ESG) issues. Spanning strategy, communication, changing regulation and governance, the book grapples with critical issues such as anti-corruption, labour rights and climate change, balancing incisive critique with suggestions for meaningful change. This analysis, supported by study questions and further learning resources in each chapter, equips students to tackle sustainability challenges effectively in their future work. A regularly updated companion website provides adaptable lecture slides and case studies with discussion questions for instructors. This is an essential text for undergraduate and postgraduate courses on corporate sustainability, CSR and business ethics, and is also relevant to political science, international relations and communications.
This introductory textbook explores key issues and recent discussions within the field of corporate sustainability and social responsibility, through theoretical and practical perspectives. Written by an international team of experts, the chapters introduce the actors and corporate processes that shape firms' management of environmental, social and governance (ESG) issues. Spanning strategy, communication, changing regulation and governance, the book grapples with critical issues such as anti-corruption, labour rights and climate change, balancing incisive critique with suggestions for meaningful change. This analysis, supported by study questions and further learning resources in each chapter, equips students to tackle sustainability challenges effectively in their future work. A regularly updated companion website provides adaptable lecture slides and case studies with discussion questions for instructors. This is an essential text for undergraduate and postgraduate courses on corporate sustainability, CSR and business ethics, and is also relevant to political science, international relations and communications.
In Europe, fundamental rights have come to be regulated by an increasing number of legal instruments, such as the European Convention on Human Rights (ECHR), the EU Charter of Fundamental Rights, and international treaties. It is not always easy to understand what requirements are set in these different instruments and how they interrelate. This textbook therefore provides an integrated and systematic overview of the requirements imposed by international and European fundamental rights law. It discusses a range of both civil/political fundamental rights (eg freedom of expression) and social/economic rights (eg right to health), for each of which it is discussed how it is protected by the ECHR, by other Council of Europe instruments, by EU law, and by international treaty instruments. Each chapter is concluded with an integration section, which explains the relations between the different systems of fundamental rights protection and discuss differences, overlap and bottlenecks.
In Europe, fundamental rights have come to be regulated by an increasing number of legal instruments, such as the European Convention on Human Rights (ECHR), the EU Charter of Fundamental Rights, and international treaties. It is not always easy to understand what requirements are set in these different instruments and how they interrelate. This textbook therefore provides an integrated and systematic overview of the requirements imposed by international and European fundamental rights law. It discusses a range of both civil/political fundamental rights (eg freedom of expression) and social/economic rights (eg right to health), for each of which it is discussed how it is protected by the ECHR, by other Council of Europe instruments, by EU law, and by international treaty instruments. Each chapter is concluded with an integration section, which explains the relations between the different systems of fundamental rights protection and discuss differences, overlap and bottlenecks.
Wilfried Brutsaert (2022 Stockholm Water Prize Laureate) has revised and updated his classic textbook to take into account recent developments, while retaining the rigor and structure of the previous edition to introduce the fundamental principles of hydrology. New topics include the response of the global water cycle to climate change, the land surface energy budget closure, snow melt, groundwater trends and statistical surface variability with disturbed atmospheric boundary layers. Hydrologic phenomena are dealt with at the spatial and temporal scales at which they occur in nature. The physics and mathematics necessary to describe these phenomena are introduced and developed: readers will require a working knowledge of calculus and basic fluid mechanics. This classroom-tested textbook – based on the author's long-running course at Cornell - is invaluable for entry-level courses in hydrology directed at advanced undergraduate and graduate students in physical science and engineering. In addition, it is also a great reference text for practising scientists and engineers.
Wilfried Brutsaert (2022 Stockholm Water Prize Laureate) has revised and updated his classic textbook to take into account recent developments, while retaining the rigor and structure of the previous edition to introduce the fundamental principles of hydrology. New topics include the response of the global water cycle to climate change, the land surface energy budget closure, snow melt, groundwater trends and statistical surface variability with disturbed atmospheric boundary layers. Hydrologic phenomena are dealt with at the spatial and temporal scales at which they occur in nature. The physics and mathematics necessary to describe these phenomena are introduced and developed: readers will require a working knowledge of calculus and basic fluid mechanics. This classroom-tested textbook – based on the author's long-running course at Cornell - is invaluable for entry-level courses in hydrology directed at advanced undergraduate and graduate students in physical science and engineering. In addition, it is also a great reference text for practising scientists and engineers.
Making Sense of Mass Education provides a contemporary analysis of the ideas and issues that have traditionally dominated education research, challenging outdated preconceptions with fundamental theory and discussion. It takes a demythologising approach in assessing these issues and their relevance to schooling and education in Australia. This text examines the cultural context of education and the influence of external media and new technologies, and highlights the many forms of discrimination in education, including social class, race and gender. It looks at alternative approaches to education, including the repercussions of gathering data to measure school performance, and considers the intersection of ethics and philosophy in classroom teaching. The fourth edition expands on these issues with three new chapters: on sexuality, children's rights, and neoliberalism and the marketisation of education. Each chapter challenges and breaks down common myths surrounding these topics, encouraging pre-service teachers to think critically and reflect on their own beliefs.
Making Sense of Mass Education provides a contemporary analysis of the ideas and issues that have traditionally dominated education research, challenging outdated preconceptions with fundamental theory and discussion. It takes a demythologising approach in assessing these issues and their relevance to schooling and education in Australia. This text examines the cultural context of education and the influence of external media and new technologies, and highlights the many forms of discrimination in education, including social class, race and gender. It looks at alternative approaches to education, including the repercussions of gathering data to measure school performance, and considers the intersection of ethics and philosophy in classroom teaching. The fourth edition expands on these issues with three new chapters: on sexuality, children's rights, and neoliberalism and the marketisation of education. Each chapter challenges and breaks down common myths surrounding these topics, encouraging pre-service teachers to think critically and reflect on their own beliefs.
This extraordinary three-volume work, written in an engaging and rigorous style by a world authority in the field, provides an accessible, comprehensive introduction to the full spectrum of mathematical and statistical techniques underpinning contemporary methods in data-driven learning and inference. This final volume, Learning, builds on the foundational topics established in volume I to provide a thorough introduction to learning methods, addressing techniques such as least-squares methods, regularization, online learning, kernel methods, feedforward and recurrent neural networks, meta-learning, and adversarial attacks. A consistent structure and pedagogy is employed throughout this volume to reinforce student understanding, with over 350 end-of-chapter problems (including complete solutions for instructors), 280 figures, 100 solved examples, datasets and downloadable Matlab code. Supported by sister volumes Foundations and Inference, and unique in its scale and depth, this textbook sequence is ideal for early-career researchers and graduate students across many courses in signal processing, machine learning, data and inference.
This extraordinary three-volume work, written in an engaging and rigorous style by a world authority in the field, provides an accessible, comprehensive introduction to the full spectrum of mathematical and statistical techniques underpinning contemporary methods in data-driven learning and inference. This final volume, Learning, builds on the foundational topics established in volume I to provide a thorough introduction to learning methods, addressing techniques such as least-squares methods, regularization, online learning, kernel methods, feedforward and recurrent neural networks, meta-learning, and adversarial attacks. A consistent structure and pedagogy is employed throughout this volume to reinforce student understanding, with over 350 end-of-chapter problems (including complete solutions for instructors), 280 figures, 100 solved examples, datasets and downloadable Matlab code. Supported by sister volumes Foundations and Inference, and unique in its scale and depth, this textbook sequence is ideal for early-career researchers and graduate students across many courses in signal processing, machine learning, data and inference.
Written by a team of experienced teachers of Spanish, this textbook is designed to lead the adult beginner to a comprehensive knowledge of Spanish, giving balanced attention to the four key language skills (speaking, listening, reading and writing). It puts language learning into its real-life context, by incorporating authentic materials such as newspaper articles, poems and songs. It contains a learner and a teacher guide and is intended to complement study both inside and outside the classroom, by providing pair and group activities, as well as materials for independent learning. It also includes helpful reference features, such as a guide to grammatical terms, verb tables, vocabulary lists and a pronunciation guide. This extensively updated second edition features extra exercises to support the acquisition of good pronunciation, and is accompanied by a web companion that hosts expansion exercises, activities, solutions and useful links for each unit, as well transcripts, and access to brand new recordings of all the audio examples found in the book.
Written by a team of experienced teachers of Spanish, this textbook is designed to lead the adult beginner to a comprehensive knowledge of Spanish, giving balanced attention to the four key language skills (speaking, listening, reading and writing). It puts language learning into its real-life context, by incorporating authentic materials such as newspaper articles, poems and songs. It contains a learner and a teacher guide and is intended to complement study both inside and outside the classroom, by providing pair and group activities, as well as materials for independent learning. It also includes helpful reference features, such as a guide to grammatical terms, verb tables, vocabulary lists and a pronunciation guide. This extensively updated second edition features extra exercises to support the acquisition of good pronunciation, and is accompanied by a web companion that hosts expansion exercises, activities, solutions and useful links for each unit, as well transcripts, and access to brand new recordings of all the audio examples found in the book.
Partnerships with Families and Communities: Building Dynamic Relationships is a comprehensive and accessible resource that provides pre-service teachers with the tools required to build effective, sustainable and proactive partnerships in both early childhood and primary educational settings. This text introduces models of home-school-community partnerships in educational contexts and presents a comprehensive partnerships approach for best practice in applying and leading effective relationships with key stakeholders. It explores essential underpinning policies, legislation and research theories that position strong, positive and proactive partnerships as a systemic solution to children's learning development. Key topics covered include diversity in partnership work, reflective practice and tools for evaluating working partnerships. Each chapter includes focused pedagogy, key terms and definitions, scenarios and review questions, which enable readers to deeply engage with new concepts. 'Proactive Partners' boxes explore real-world scenarios and encourage readers to link theory with practice.
Partnerships with Families and Communities: Building Dynamic Relationships is a comprehensive and accessible resource that provides pre-service teachers with the tools required to build effective, sustainable and proactive partnerships in both early childhood and primary educational settings. This text introduces models of home-school-community partnerships in educational contexts and presents a comprehensive partnerships approach for best practice in applying and leading effective relationships with key stakeholders. It explores essential underpinning policies, legislation and research theories that position strong, positive and proactive partnerships as a systemic solution to children's learning development. Key topics covered include diversity in partnership work, reflective practice and tools for evaluating working partnerships. Each chapter includes focused pedagogy, key terms and definitions, scenarios and review questions, which enable readers to deeply engage with new concepts. 'Proactive Partners' boxes explore real-world scenarios and encourage readers to link theory with practice.