ace the coding interview with Python and JavaScript

This Element discusses the problem of mathematical knowledge, and its broader philosophical ramifications. It argues that the challenge to explain the (defeasible) justification of our mathematical beliefs ('the justificatory challenge'), arises insofar as disagreement over axioms bottoms out in disagreement over intuitions. And it argues that the challenge to explain their reliability ('the reliability challenge'), arises to the extent that we could have easily had different beliefs. The Element shows that mathematical facts are not, in general, empirically accessible, contra Quine, and that they cannot be dispensed with, contra Field. However, it argues that they might be so plentiful that our knowledge of them is unmysterious. The Element concludes with a complementary 'pluralism' about modality, logic and normative theory, highlighting its surprising implications. Metaphysically, pluralism engenders a kind of perspectivalism and indeterminacy. Methodologically, it vindicates Carnap

All social and policy researchers need to synthesize data into a visual representation. Producing good visualizations combines creativity and technique. This book teaches the techniques and basics to produce a variety of visualizations, allowing readers to communicate data and analyses in a creative and effective way. Visuals for tables, time series, maps, text, and networks are carefully explained and organized, showing how to choose the right plot for the type of data being analysed and displayed. Examples are drawn from public policy, public safety, education, political tweets, and public health. The presentation proceeds step by step, starting from the basics, in the programming languages R and Python so that readers learn the coding skills while simultaneously becoming familiar with the advantages and disadvantages of each visualization. No prior knowledge of either Python or R is required. Code for all the visualizations are available from the book's website.

All social and policy researchers need to synthesize data into a visual representation. Producing good visualizations combines creativity and technique. This book teaches the techniques and basics to produce a variety of visualizations, allowing readers to communicate data and analyses in a creative and effective way. Visuals for tables, time series, maps, text, and networks are carefully explained and organized, showing how to choose the right plot for the type of data being analysed and displayed. Examples are drawn from public policy, public safety, education, political tweets, and public health. The presentation proceeds step by step, starting from the basics, in the programming languages R and Python so that readers learn the coding skills while simultaneously becoming familiar with the advantages and disadvantages of each visualization. No prior knowledge of either Python or R is required. Code for all the visualizations are available from the book's website.

Python is one of the most popular programming languages, widely used for data analysis and modelling, and is fast becoming the leading choice for scientists and engineers. Unlike other textbooks introducing Python, typically organised by language syntax, this book uses many examples from across Biology, Chemistry, Physics, Earth science, and Engineering to teach and motivate students in science and engineering. The text is organised by the tasks and workflows students undertake day-to-day, helping them see the connections between programming tools and their disciplines. The pace of study is carefully developed for complete beginners, and a spiral pedagogy is used so concepts are introduced across multiple chapters, allowing readers to engage with topics more than once. “Try This!” exercises and online Jupyter notebooks encourage students to test their new knowledge, and further develop their programming skills. Online solutions are available for instructors, alongside discipline-specif

Offering a new perspective, this textbook demystifies the operation of electric machines by providing an integrated understanding of electromagnetic fields, electric circuits, numerical analysis, and computer programming. It presents fundamental concepts in a rigorous manner, emphasising underlying physical modelling assumptions and limitations, and provides detailed explanations of how to implement the finite element method to explore these concepts using Python. It includes explanations of the conversion of concepts into algorithms, and algorithms into code, and examples building in complexity, from simple linear-motion electromagnets to rotating machines. Over 100 theoretical and computational end-of-chapter exercises test understanding, with solutions for instructors and downloadable Python code available online. Ideal for graduates and senior undergraduates studying electric machines, electric machine design and control, and power electronic converters and power systems engineerin

Proportionality in Action presents an empirical and comparative exploration of the proportionality doctrine, based on detailed accounts of the application of the framework by apex courts in six jurisdictions: Germany, Canada, South Africa, Israel, Poland and India. The analysis of each country is written and contextualized by a constitutional scholar from the relevant jurisdiction. Each country analysis draws upon a large sample of case law and employs a mixed methodological approach: an expansive coding scheme allows for quantitative analysis providing comparable and quantifiable measurements, which is enriched by qualitative analysis that engages with the substance of the decisions and captures nuance, contextualizing the data and providing it with meaning. The book concludes with a comparative chapter that synthesizes some of the most interesting findings. Focusing on deviations of the practice of proportionality from theory, the authors conclude their argument in support of an inte

An original comprehensive guide on computational nanomechanics discussing basic concepts and implications in areas such as computational physics, materials, mechanics and engineering as well as several other interdisciplinary avenues. This book makes the underlying theory accessible to readers without specialised training or extensive background in quantum physics, statistical mechanics, or theoretical chemistry. It combines a careful treatment of theoretical concepts with a detailed tutorial on computer software and computing implementation, including multiscale simulation and computational statistical theory. Multidisciplinary perspectives are provided, yielding a true insight on the applications of computational nanomechanics across diverse engineering fields. The book can serve as a practical guide with step-by-step discussion of coding, example problems and case studies. This book will be essential reading for students new to the subject, as well as an excellent reference for gra

Offering an alternative view of the jury process, this book argues that each stage transforms ordinary citizens, who are oftentimes reluctant to serve on juries, into responsible jurors. Jurors, Professor Marder argues, are not found, but rather they are made and shaped by the jury process. This book analyzes each stage of this process, from initial summons to post-verdict interview, and shows how these stages equip jurors with experiences and knowledge that allow them to perform their new role ably. It adopts a holistic approach to the subject of jury reform and suggests reforms that will aid the transformation of citizens into jurors. By studying the jury from the perspective of jurors, it gives readers a better understanding of what takes place during jury trials and allows them to see juries, jurors, and the jury process in a new light.

Offering an alternative view of the jury process, this book argues that each stage transforms ordinary citizens, who are oftentimes reluctant to serve on juries, into responsible jurors. Jurors, Professor Marder argues, are not found, but rather they are made and shaped by the jury process. This book analyzes each stage of this process, from initial summons to post-verdict interview, and shows how these stages equip jurors with experiences and knowledge that allow them to perform their new role ably. It adopts a holistic approach to the subject of jury reform and suggests reforms that will aid the transformation of citizens into jurors. By studying the jury from the perspective of jurors, it gives readers a better understanding of what takes place during jury trials and allows them to see juries, jurors, and the jury process in a new light.

CUDA is now the dominant language used for programming GPUs, one of the most exciting hardware developments of recent decades. With CUDA, you can use a desktop PC for work that would have previously required a large cluster of PCs or access to a HPC facility. As a result, CUDA is increasingly important in scientific and technical computing across the whole STEM community, from medical physics and financial modelling to big data applications and beyond. This unique book on CUDA draws on the author's passion for and long experience of developing and using computers to acquire and analyse scientific data. The result is an innovative text featuring a much richer set of examples than found in any other comparable book on GPU computing. Much attention has been paid to the C++ coding style, which is compact, elegant and efficient. A code base of examples and supporting material is available online, which readers can build on for their own projects.

Strongly regular graphs lie at the intersection of statistical design, group theory, finite geometry, information and coding theory, and extremal combinatorics. This monograph collects all the major known results together for the first time in book form, creating an invaluable text that researchers in algebraic combinatorics and related areas will refer to for years to come. The book covers the theory of strongly regular graphs, polar graphs, rank 3 graphs associated to buildings and Fischer groups, cyclotomic graphs, two-weight codes and graphs related to combinatorial configurations such as Latin squares, quasi-symmetric designs and spherical designs. It gives the complete classification of rank 3 graphs, including some new constructions. More than 100 graphs are treated individually. Some unified and streamlined proofs are featured, along with original material including a new approach to the (affine) half spin graphs of rank 5 hyperbolic polar spaces.

Computational thinking is increasingly gaining importance in modern biology, due to the unprecedented scale at which data is nowadays produced. Bridging the cultural gap between the biological and computational sciences, this book serves as an accessible introduction to computational concepts for students in the life sciences. It focuses on teaching algorithmic and logical thinking, rather than just the use of existing bioinformatics tools or programming. Topics are presented from a biological point of view, to demonstrate how computational approaches can be used to solve problems in biology such as biological image processing, regulatory networks, and sequence analysis. The book contains a range of pedagogical features to aid understanding, including real-world examples, in-text exercises, end-of-chapter problems, colour-coded Python code, and 'code explained' boxes. User-friendly throughout, Computational Thinking for Life Scientists promotes the thinking skills and self-efficacy req

Computational thinking is increasingly gaining importance in modern biology, due to the unprecedented scale at which data is nowadays produced. Bridging the cultural gap between the biological and computational sciences, this book serves as an accessible introduction to computational concepts for students in the life sciences. It focuses on teaching algorithmic and logical thinking, rather than just the use of existing bioinformatics tools or programming. Topics are presented from a biological point of view, to demonstrate how computational approaches can be used to solve problems in biology such as biological image processing, regulatory networks, and sequence analysis. The book contains a range of pedagogical features to aid understanding, including real-world examples, in-text exercises, end-of-chapter problems, colour-coded Python code, and 'code explained' boxes. User-friendly throughout, Computational Thinking for Life Scientists promotes the thinking skills and self-efficacy req

This Companion is the first academic introduction to the 1960s/70s 'Krautrock' movement of German experimental music that has long attracted the attention of the music press and fans in Britain and abroad. It offers a structured approach to this exceptionally heterogeneous and decentralized movement, combining overviews with detailed analysis and close readings. The volume first analyzes the cultural, historical and economic contexts of Krautrock's emergence. It then features expert chapters discussing all the key bands of the era including Can, Kraftwerk, Tangerine Dream, Neu!, Faust, Ash Ra Tempel, Cluster and Amon Düül II. The volume concludes with essays that trace the varied, wide-ranging legacy of Krautrock from a variety of perspectives, exploring in particular the impact of German experimental music in the Anglosphere, including British post-punk and Detroit Techno. A final chapter examining the current bands that continue the Krautrock sound closes this comprehensive overview

Focusing on a critical aspect of the future clean energy system - renewable fuels - this book will be your complete guide on how these fuels are manufactured, the considerations associated with utilising them, and their real-world applications. Written by experts across the field, the book presents many professional perspectives, providing an in-depth understanding of this crucial topic. Clearly explained and organised into four key parts, this book explores the technical aspects written in an accessible way. First, it discusses the dominant energy conversion approaches and the impact that fuel properties have on system operability. Part II outlines the chemical carrier options available for these conversion devices, including gaseous, liquid, and solid fuels. In the third part, it describes the physics and chemistry of combustion, revealing the issues associated with utilizing these fuels. Finally, Part IV presents real-world case studies, demonstrating the successful pathways towards

This textbook presents an innovative new perspective on the economics of development, including insights from a broad range of disciplines. It starts with the current state of affairs, a discussion of data availability, reliability, and analysis, and an historic overview of the deep influence of fundamental factors on human prosperity. Next, it focuses on the role of human interaction in terms of trade, capital, and knowledge flows, as well as the associated implications for institutions, contracts, and finance. The book also highlights differences in the development paths of emerging countries in order to provide a better understanding of the concepts of development and the Millennium Development Goals. Insights from other disciplines are used help to understand human development with regard to other issues, such as inequalities, health, demography, education, and poverty. The book concludes by emphasizing the importance of connections, location, and human interaction in determining f

Procopius was the major historian of the reign of Justinian and one of the most important historians of Late Antiquity. This is the first extensive commentary on his Persian Wars since the nineteenth century. The work is among the most varied of the author, incorporating the history and geography not only of Mesopotamia and the Caucasus, but also of southern Arabia and Ethiopia, Iran and Central Asia, and Constantinople itself. Each major section is introduced by a section on the history of the events concerned and on the treatment of these events by Procopius and other sources. The volume is equipped with an introduction, three appendices, and numerous maps and plans. All sections of the work that are commented on are translated. The book will therefore be of use to specialists and the general reader alike. A complete translation of the work, with lighter annotation, is being published separately.

This textbook presents an innovative new perspective on the economics of development, including insights from a broad range of disciplines. It starts with the current state of affairs, a discussion of data availability, reliability, and analysis, and an historic overview of the deep influence of fundamental factors on human prosperity. Next, it focuses on the role of human interaction in terms of trade, capital, and knowledge flows, as well as the associated implications for institutions, contracts, and finance. The book also highlights differences in the development paths of emerging countries in order to provide a better understanding of the concepts of development and the Millennium Development Goals. Insights from other disciplines are used help to understand human development with regard to other issues, such as inequalities, health, demography, education, and poverty. The book concludes by emphasizing the importance of connections, location, and human interaction in determining f

The 1898 lynching of Tom Johnson and Joe Kizer is retold in this groundbreaking book. Unlike other histories of lynching that rely on conventional historical records, this study focuses on the objects associated with the lynching, including newspaper articles, fragments of the victims' clothing, photographs, and souvenirs such as sticks from the hanging tree. This material culture approach uncovers how people tried to integrate the meaning of the lynching into their everyday lives through objects. These seemingly ordinary items are repositories for the comprehension, interpretation, and commemoration of racial violence and white supremacy. Elijah Gaddis showcases an approach to objects as materials of history and memory, insisting that we live in a world suffused with the material traces of racial violence, past and present.

Biological variations in sex development, also known as intersex, are greatly misunderstood by the wider public. This unique book discusses psychological practice in healthcare for people and families impacted by a range of 'intersex' variations. It highlights the dilemmas facing individuals and their loved ones in the social context and discusses the physical and psychological complexities of irrevocable medical interventions to approximate social norms for bodily appearance and function. It exposes the contradictions in medical management and suggests valuable theoretical and practice tools for psychosocial care providers to navigate them. Uniquely featuring theory and research informed practice vignettes, the book explores interpersonal work on the most salient psychosocial themes, ranging from grief work with impacted caretakers to sex therapy with impacted adults. An indispensable resource for working ethically, pragmatically and creatively for a variety of healthcare specialists

The contexts for becoming a parent are ever-changing, bringing new opportunities and new challenges. Becoming a Parent examines the transition to parenthood from diverse perspectives – it is about becoming, rather than being a parent. Drawing on a large body of theory and research, the book explores universal psychological journeys as well as the specific challenges faced by those whose pathways to parenthood are non-traditional or medically complicated. It also examines the unprecedented reproductive choices in contemporary society and provides a comprehensive overview of the personal and social impact of reproductive technologies. Pregnancy, childbirth, and early parenthood (the so-called 'fourth trimester') are discussed in detail and illustrated with case anecdotes and personal stories of people with 'high-risk' pregnancies, fathers as well as mothers, adoptive parents, and LGBTQ as well as heterosexual adults. It concludes with social and policy initiatives that can better support

Volume II documents and analyses genocide and extermination throughout the early modern and modern eras. It tracks their global expansion as European and Asian imperialisms, and Euroamerican settler colonialism, spread across the globe before the Great War, forging new frontiers and impacting Indigenous communities in Europe, Asia, North America, Africa, and Australia. Twenty-five historians with expertise on specific regions explore examples on five continents, providing comparisons of nine cases of conventional imperialism with nineteen of settler colonialism, and offering a substantial basis for assessing the various factors leading to genocide. This volume also considers cases where genocide did not occur, permitting a global consideration of the role of imperialism and settler-Indigenous relations from the sixteenth to the early twentieth centuries. It ends with six pre-1918 cases from Australia, China, the Middle East, Africa, and Europe that can be seen as 'premonitions' of the

This is the first edition of a Latin text unlike any other surviving one : at first sight an extensive, jumbled list of words with explanations, on closer inspection a window on the teaching of Latin shorthand in North Africa c. AD 400, when we find notarii, those trained in shorthand, prominently employed everywhere in state and church. The text reveals in detail how that training could relate to literary Latin and the classical Roman past. The single manuscript of it in our possession descends from a copy that must have been in Anglo-Saxon England by AD 700, and we can see how it was used for the earliest Latin glossary from that context. The edition seeks to make this story accessible both in general and in detail, with copious indices for those who may wish to consult it from various viewpoints: classical and later Latin, linguistic and historical.

The sublime - that elusive encounter with overwhelming height, power or limits - has been associated with music from the early-modern rise of interest in the Longinian sublime to its saturation of European culture in the later nineteenth century and beyond. This volume offers a historically situated study of the relationship between music, sound and the sublime. Together, the authors distinguish between the different aesthetics of production, representation and effect, while understanding these as often mutually reinforcing approaches. They demonstrate music's strength in playing out the sublime as transfer, transport and transmission of power, allied to the persistent theme of destruction, deaths and endings. The volume opens up two avenues for further research suggested by the adjective 'sonorous': a wider spectrum of sounds heard as sublime, and (especially for those outside musicology) a more multifaceted idea of music as a cultural practice that shares boundaries with other soundi

The Scottish composer Sir James MacMillan is one of the major figures of contemporary music, with a world-wide reputation for his modernist engagement with religious images and stories. Beginning with a substantial foreword from the composer himself, this collection of scholarly essays offers analytical, musicological, and theological perspectives on a selection of MacMillan's musical works. The volume includes a study of embodiment in MacMillan's music; a theological study of his St Luke Passion; an examination of the importance of lament in a selection of his works; a chapter on the centrality of musical borrowing to MacMillan's practice; a discussion of his liturgical music; and detailed analyses of other works including The World's Ransoming and the seminal Seven Last Words from the Cross. The chapters provide fresh insights on MacMillan's musical world, his compositional practice, and his relationship to modernity.

This collection of new essays interprets and critically evaluates the philosophy of Paul Feyerabend. It offers innovative historical scholarship on Feyerabend's take on topics such as realism, empiricism, mimesis, voluntarism, pluralism, materialism, and the mind-body problem, as well as certain debates in the philosophy of physics. It also considers the ways in which Feyerabend's thought can contribute to contemporary debates in science and public policy, including questions about the nature of scientific methodology, the role of science in society, citizen science, scientism, and the role of expertise in public policy. The volume will provide readers with a comprehensive overview of the topics which Feyerabend engaged with throughout his career, showing both the breadth and the depth of his thought.

New Private Law Theory opens a new pathway to private law theory through a pluralistic approach. Such a theory needs a broad and stable foundation, which the authors have built here through a canon of nearly seventy texts of reference. This book brings these different texts from different disciplines into conversation with each other, grouping them around central questions of private law and at the same time integrating them with the legal doctrinal analysis of example cases. This book will be accessible to both experienced and early career scholars working on private law.

Many of Carl Schmitt's major works have by now been translated, with two notable exceptions: Schmitt's two early monographs Statute and Judgment (first published in 1912) and The Value of the State and the Significance of the Individual (first published in 1914). In these two works Schmitt presents a theory of adjudication as well as an account of the state's role in the realization of the rule of law, which together form the theoretical basis on which Schmitt later developed his political and constitutional theory. This new book makes these two key texts available in English translation for the first time, together with an introduction that relates the texts to their historical context, to Schmitt's other works, and to contemporary discussions in legal and constitutional theory.

Elizabeth Swann investigates the relationship between the physical sense of taste and taste as a figurative term associated with knowledge and judgment in early modern literature and culture. She argues that - unlike aesthetic taste in the eighteenth century - discriminative taste was entwined with embodied experience in this period. Although taste was tarnished by its associations with Adam and Eve's fall from Eden, it also functioned positively, as a source of useful, and potentially redemptive, literary, spiritual, experimental, and intersubjective knowledge. Taste and Knowledge in Early Modern England juxtaposes canonical literary works by authors such as Shakespeare with a broad range of medical, polemical, theological, philosophical, didactic, and dietetic sources. In doing so, the book reveals the central importance of taste to the experience and articulation of key developments in the literate, religious, and social cultures of the sixteenth and seventeenth centuries.

Virtue epistemology is one of the most flourishing research programmes in contemporary epistemology. Its defining thesis is that properties of agents and groups are the primary focus of epistemic theorising. Within virtue epistemology two key strands can be distinguished: virtue reliabilism, which focuses on agent properties that are strongly truth-conducive, such as perceptual and inferential abilities of agents; and virtue responsibilism, which focuses on intellectual virtues in the sense of character traits of agents, such as open-mindedness and intellectual courage. This volume brings together ten new essays on virtue epistemology, with contributions to both of its key strands, written by leading authors in the field. It will advance the state of the art and provide readers with a valuable overview of what virtue epistemology has achieved.

The so-called Epistula Apostolorum is an early gospel-like text in which the eleven apostles recount a question-and-answer session with the risen Jesus on Easter morning, intended to equip them for the worldwide mission to which they are now called. The Epistula draws selectively from the Gospels of John and Matthew, while disagreeing with its sources at a number of points and claiming definitive status for its own rendering of the apostolic gospel. This book is based on a new translation of this important but neglected text, drawing on the Coptic, Ethiopic, and Latin manuscript evidence and with variants noted in an English-language critical apparatus. Extensive additional notes are provided to clarify issues of text, translation, and exegesis. The central chapters explore major theological themes such as incarnation, resurrection, and eschatology in the light of related texts within and beyond the New Testament.

Psychology is a discipline with global influence, but continues to neglect disadvantaged minorities and continues to adopt an incorrect model of science. This volume explains what has gone wrong, and what steps should be taken for psychology to become a constructive international force. Historically, psychologists have focused only on causal explanations of behavior, neglecting normatively regulated behavior and intentionality. By giving greater importance to context and collective processes, moving from 'societies to cells,' psychologists can better understand and explain individual behavior. Poverty is an extremely powerful context that shapes cognitions and actions, with destructive consequences for disadvantaged individuals. The advocation of 'be happy psychology' and 'resilience' as solutions to problems faced by the disadvantaged leads to entrenched group-based inequalities, with the poor stuck at the bottom. Moving forwards, this volume proposes that psychologists should focus o

There has been insufficient literature focusing on the world-changing rise of Asian wealth. Private wealth in Asia is very substantial, with 33 per cent of the global population of high-net-worth individuals based in Asia. Yet, there is a dearth of legal analysis of Asian wealth, particularly by texts written in English. This collection aims to fill that gap, with chapters on legal issues in relation to Asian wealth transmission, investments in international real estate, familial disputes, family offices and private trust companies. A substantive section of this book also focuses on the changing legal context with chapters exploring trusts and cryptoassets, constructive trust, trustee's discretion and decision-making, changing regulatory environment and abuse of trust structures. This collection of essays on trusts and wealth management presents a focus on Asian wealth and the changing legal context, and follows the related publication, Trusts and Modern Wealth Management (Cambridge Un

Navigating Nationalism in Global Enterprise analyzes the role of nationalism in global business strategy, showing how multinationals act not just as drivers of globalization but also as sophisticated operators in a world of nations. Using the case study of German companies in colonial and post-colonial India, Christina Lubinski traces how nationalism's influence on business competitive strategies changed over the twentieth century and across major political turning points, such as two world wars and India's transition to independence. She highlights how national imaginings are both relational because they derive from comparisons with other nations, and historical because they mobilize the past to legitimize future aspirations. Lubinski stresses that learning from the past is how multinationals engage strategically with the content of nationalism – i.e., a nation's history, aspirations, and relationships with other nations. In India, German companies' competitiveness was continuously de

The interconnected themes of land and labour were a common recourse for English literary writers between the sixteenth and twentieth centuries, and in the twenty-first they have become pressing again in the work of nature writers, environmentalists, poets, novelists and dramatists. Written by a team of sixteen subject specialists, this volume surveys the literature of rural working lives and landscapes written in English between 1500 and the present day, offering a range of scholarly perspectives on the georgic tradition, with insights from literary criticism, historical scholarship, classics, post-colonial studies, rural studies and ecocriticism. Providing an overview of the current scholarship in georgic literature and criticism, this collection argues that the work of people and animals in farming communities, and the land as it is understood through that work, has provided writers in English with one of their most complex and enduring themes.

For decades, a small set of major world languages have formed the basis of the vast majority of linguistic theory. However, minoritized languages can also provide fascinating contributions to our understanding of the human language faculty. This pioneering book explores the transformative effect minoritized languages have on mainstream linguistic theory, which, with their typically unusual syntactic, morphological and phonological properties, challenge and question frameworks that were developed largely to account for more widely-studied languages. The chapters address the four main pillars of linguistic theory – syntax, semantics, phonology, and morphology – and provide plenty of case studies to show how minoritized language can disrupt assumptions, and lead to modifications of the theory itself. It is illustrated with examples from a range of languages, and is written in an engaging and accessible style, making it essential reading for both students and researchers of theoretical syn

During the past half-century, exponential families have attained a position at the center of parametric statistical inference. Theoretical advances have been matched, and more than matched, in the world of applications, where logistic regression by itself has become the go-to methodology in medical statistics, computer-based prediction algorithms, and the social sciences. This book is based on a one-semester graduate course for first year Ph.D. and advanced master's students. After presenting the basic structure of univariate and multivariate exponential families, their application to generalized linear models including logistic and Poisson regression is described in detail, emphasizing geometrical ideas, computational practice, and the analogy with ordinary linear regression. Connections are made with a variety of current statistical methodologies: missing data, survival analysis and proportional hazards, false discovery rates, bootstrapping, and empirical Bayes analysis. The book con

During the past half-century, exponential families have attained a position at the center of parametric statistical inference. Theoretical advances have been matched, and more than matched, in the world of applications, where logistic regression by itself has become the go-to methodology in medical statistics, computer-based prediction algorithms, and the social sciences. This book is based on a one-semester graduate course for first year Ph.D. and advanced master's students. After presenting the basic structure of univariate and multivariate exponential families, their application to generalized linear models including logistic and Poisson regression is described in detail, emphasizing geometrical ideas, computational practice, and the analogy with ordinary linear regression. Connections are made with a variety of current statistical methodologies: missing data, survival analysis and proportional hazards, false discovery rates, bootstrapping, and empirical Bayes analysis. The book con

Discourse Syntax is the study of syntax that requires an understanding of the surrounding text and the overall discourse situation, including considerations of genre and modality. Using corpus data and insights from current research, this book is a comprehensive guide to this fast-developing field. It takes the reader 'beyond the sentence' to study grammatical phenomena, like word order variation, connectives, ellipsis, and complexity. It introduces core concepts of Discourse Syntax, integrating insights from corpus-based research and inviting the reader to reflect on research design decisions. Each chapter begins with a definition of learning outcomes, provides results from empirical articles, and enables readers to critically assess data visualization. Complete with helpful further reading recommendations as well as a range of exercises, it is geared towards intermediate to advanced students of English linguistics and it is also essential reading for anyone interested in this excitin

Discourse Syntax is the study of syntax that requires an understanding of the surrounding text and the overall discourse situation, including considerations of genre and modality. Using corpus data and insights from current research, this book is a comprehensive guide to this fast-developing field. It takes the reader 'beyond the sentence' to study grammatical phenomena, like word order variation, connectives, ellipsis, and complexity. It introduces core concepts of Discourse Syntax, integrating insights from corpus-based research and inviting the reader to reflect on research design decisions. Each chapter begins with a definition of learning outcomes, provides results from empirical articles, and enables readers to critically assess data visualization. Complete with helpful further reading recommendations as well as a range of exercises, it is geared towards intermediate to advanced students of English linguistics and it is also essential reading for anyone interested in this excitin