Introduction to Python Programming And Data Structure By Liang

By providing a solid theoretical basis, this book introduces modern finance to readers, including students in science and technology, who already have a good foundation in quantitative skills. It combines the classical, decision-oriented approach and the traditional organization of corporate finance books with a quantitative approach that is particularly well suited to students with backgrounds in engineering and the natural sciences. This combination makes finance much more transparent and accessible than the definition-theorem-proof pattern that is common in mathematics and financial economics. The book's main emphasis is on investments in real assets and the real options attached to them, but it also includes extensive discussion of topics such as portfolio theory, market efficiency, capital structure and derivatives pricing. Finance equips readers as future managers with the financial literacy necessary either to evaluate investment projects themselves or to engage critically with

This book introduces students with little or no prior programming experience to the art of computational problem solving using Python and various Python libraries, including PyLab. It provides student

The definitive introduction to data analysis in quantitative proteomics.This book provides all the necessary knowledge about mass spectrometry based proteomics methods and computational and statistica

In most liberal democracies commercialized media is taken for granted, but in many authoritarian regimes the introduction of market forces in the media represents a radical break from the past with uncertain political and social implications. In Media Commercialization and Authoritarian Rule in China, Daniela Stockmann argues that the consequences of media marketization depend on the institutional design of the state. In one-party regimes such as China, market-based media promote regime stability rather than destabilizing authoritarianism or bringing about democracy. By analyzing the Chinese media, Stockmann ties trends of market liberalism in China to other authoritarian regimes in the Middle East, North Africa, sub-Saharan Africa and the post-Soviet region. Drawing on in-depth interviews with Chinese journalists and propaganda officials as well as more than 2000 newspaper articles, experiments and public opinion data sets, this book links censorship among journalists with patterns of

Modern blockbuster movies seamlessly introduce impossible characters and action into real-world settings using digital visual effects. These effects are made possible by research from the field of computer vision, the study of how to automatically understand images. Computer Vision for Visual Effects will educate students, engineers and researchers about the fundamental computer vision principles and state-of-the-art algorithms used to create cutting-edge visual effects for movies and television. The author describes classical computer vision algorithms used on a regular basis in Hollywood (such as blue screen matting, structure from motion, optical flow and feature tracking) and exciting recent developments that form the basis for future effects (such as natural image matting, multi-image compositing, image retargeting and view synthesis). He also discusses the technologies behind motion capture and three-dimensional data acquisition. More than 200 original images demonstrating princi

A practical step-by-step introduction to the analysis of English grammar, taking an integrated approach to function and structure.

A practical step-by-step introduction to the analysis of English grammar, taking an integrated approach to function and structure.

Shows how approximate dynamic programming can be used to design a family of adaptive optimal control algorithms that converge in real time to optimal control solutions by measuring data along the syst

A complete introduction to the field of computational physics, with examples and exercises in the Python programming language. Computers play a central role in virtually every major physics discovery

As one of the most comprehensive machine learning texts around, this book does justice to the field's incredible richness, but without losing sight of the unifying principles. Peter Flach's clear, example-based approach begins by discussing how a spam filter works, which gives an immediate introduction to machine learning in action, with a minimum of technical fuss. Flach provides case studies of increasing complexity and variety with well-chosen examples and illustrations throughout. He covers a wide range of logical, geometric and statistical models and state-of-the-art topics such as matrix factorisation and ROC analysis. Particular attention is paid to the central role played by features. The use of established terminology is balanced with the introduction of new and useful concepts, and summaries of relevant background material are provided with pointers for revision if necessary. These features ensure Machine Learning will set a new standard as an introductory textbook.

As one of the most comprehensive machine learning texts around, this book does justice to the field's incredible richness, but without losing sight of the unifying principles. Peter Flach's clear, example-based approach begins by discussing how a spam filter works, which gives an immediate introduction to machine learning in action, with a minimum of technical fuss. Flach provides case studies of increasing complexity and variety with well-chosen examples and illustrations throughout. He covers a wide range of logical, geometric and statistical models and state-of-the-art topics such as matrix factorisation and ROC analysis. Particular attention is paid to the central role played by features. The use of established terminology is balanced with the introduction of new and useful concepts, and summaries of relevant background material are provided with pointers for revision if necessary. These features ensure Machine Learning will set a new standard as an introductory textbook.

Do great leaders make history? Or are they compelled to act by historical circumstance? This debate has remained unresolved since Thomas Carlyle and Karl Marx framed it in the mid-nineteenth century, yet implicit answers inform our policies and our views of history. In this book, Professor Bear F. Braumoeller argues persuasively that both perspectives are correct: leaders shape the main material and ideological forces of history that subsequently constrain and compel them. His studies of the Congress of Vienna, the interwar period, and the end of the Cold War illustrate this dynamic, and the data he marshals provide systematic evidence that leaders both shape and are constrained by the structure of the international system.

Aimed at graduates and researchers, and requiring only a basic knowledge of multi-variable calculus, this introduction to computer-based partial differential equation (PDE) modeling provides readers with the practical methods necessary to develop and use PDE mathematical models in biomedical engineering. Taking an applied approach, rather than using abstract mathematics, the reader is instructed through six biomedical example applications, each example characterized by step-by-step discussions of established numerical methods and implemented in reliable computer routines. Adopting this technique, the reader will understand how PDE models are formulated, implemented and tested. Supported by a set of rigorously tested general purpose PDE routines online, and with enhanced understanding through animations, this book will be ideal for anyone faced with interpreting large experimental data sets that need to be analyzed with PDE models in biomedical engineering.

Do great leaders make history? Or are they compelled to act by historical circumstance? This debate has remained unresolved since Thomas Carlyle and Karl Marx framed it in the mid-nineteenth century, yet implicit answers inform our policies and our views of history. In this book, Professor Bear F. Braumoeller argues persuasively that both perspectives are correct: leaders shape the main material and ideological forces of history that subsequently constrain and compel them. His studies of the Congress of Vienna, the interwar period, and the end of the Cold War illustrate this dynamic, and the data he marshals provide systematic evidence that leaders both shape and are constrained by the structure of the international system.

Beginning R: An Introduction to Statistical Programming is a hands-on book showing how to use the R language, write and save R scripts, build and import data files, and write your own custom statistic

Syntax: Basic Concepts and Applications provides a systematic introduction to core topics in syntax, focusing on how the basic concepts apply in the analysis of sentences. Assuming no background in linguistic analysis, the book gives students a working knowledge of syntactic analysis from a minimalist perspective. Step by step it explains the fundamentals of phrase structure, movement and deletion. Well-placed exercises throughout reinforce and extend the concepts and analyses presented in the text, allowing readers to gain understanding of progressively complex issues at a comfortable pace. Much of the data comes from English, but crucial examples are also drawn from a range of other languages, including Russian, Chinese, Japanese, French, Italian, Spanish, Irish, Welsh and Greek.

Syntax: Basic Concepts and Applications provides a systematic introduction to core topics in syntax, focusing on how the basic concepts apply in the analysis of sentences. Assuming no background in linguistic analysis, the book gives students a working knowledge of syntactic analysis from a minimalist perspective. Step by step it explains the fundamentals of phrase structure, movement and deletion. Well-placed exercises throughout reinforce and extend the concepts and analyses presented in the text, allowing readers to gain understanding of progressively complex issues at a comfortable pace. Much of the data comes from English, but crucial examples are also drawn from a range of other languages, including Russian, Chinese, Japanese, French, Italian, Spanish, Irish, Welsh and Greek.

Your research has generated gigabytes of data and now you need to analyse it. You hate using spreadsheets but it is all you know, so what else can you do? This book will transform how you work with large and complex data sets, teaching you powerful programming tools for slicing and dicing data to suit your needs. Written in a fun and accessible style, this step-by-step guide will inspire and inform non-programmers about the essential aspects of Unix and Perl. It shows how, with just a little programming knowledge, you can write programs that could save you hours, or even days. No prior experience is required and new concepts are introduced using numerous code examples that you can try out for yourself. Going beyond the basics, the authors touch upon many broader topics that will help those new to programming, including debugging and how to write in a good programming style.

Alexander von Humboldt (1769–1859), 'the greatest scientific traveller who ever lived' according to Darwin, made groundbreaking contributions to the fields of geography, oceanography, climatology and ecology. In 1804, he returned from a five-year exploration of Latin America with an incredible wealth of specimens and data which provided the foundations for his theories on the natural order. He expounds them in this book, which was printed in German in 1808 before being translated by the geographer Jean-Baptiste Benoît Eyriès (1767–1846) and published in French in 1828. Humboldt does more than provide descriptions of the great features and phenomena of the Earth, ranging from the geological character of immense plains and steppes to the structure and action of volcanoes. He combines a rigorous scientific approach with his emotional and aesthetic responses to the natural world, thereby constructing a true 'philosophy of nature'.

What is knowledge and how is it represented? This book focuses on the idea of formalising knowledge as relations, interpreting knowledge represented in databases or logic programs as relational data and discovering new knowledge by identifying hidden and defining new relations. After a brief introduction to representational issues, the author develops a relational language for abstract machine learning problems. He then uses this language to discuss traditional methods such as clustering and decision tree induction, before moving onto two previously underestimated topics that are just coming to the fore: rough set data analysis and inductive logic programming. Its clear and precise presentation is ideal for undergraduate computer science students. The book will also interest those who study artificial intelligence or machine learning at the graduate level. Exercises are provided and each concept is introduced using the same example domain, making it easier to compare the individual pro

What is knowledge and how is it represented? This book focuses on the idea of formalising knowledge as relations, interpreting knowledge represented in databases or logic programs as relational data and discovering new knowledge by identifying hidden and defining new relations. After a brief introduction to representational issues, the author develops a relational language for abstract machine learning problems. He then uses this language to discuss traditional methods such as clustering and decision tree induction, before moving onto two previously underestimated topics that are just coming to the fore: rough set data analysis and inductive logic programming. Its clear and precise presentation is ideal for undergraduate computer science students. The book will also interest those who study artificial intelligence or machine learning at the graduate level. Exercises are provided and each concept is introduced using the same example domain, making it easier to compare the individual pro

By the late nineteenth century, twenty-nine Chinese ports were open for foreign trade. Often run by foreign commissioners and no longer subject to the stringent local laws, these ports levied one of the smallest import taxes in the world, and Chinese commerce therefore exploded. Originally published in 1900, this account by William Barclay Parsons (1859–1932) investigates the ensuing surge of economic and industrial development in the eastern provinces. Including an introduction to China's history and the structure of its civil service, the book analyses the corrupt but ingenious world of customs officials, the importance of American cotton interests, and export statistics which reveal the multimillion-dollar smuggling operations that slipped around official embargoes. Set against a backdrop of electric lights and western labels in even the most closed of cities, this book offers a fascinating glimpse into the early stages of today's global market.

The magnetotelluric method is a technique for imaging the electrical conductivity and structure of the Earth, from the near surface down to the 410 km transition zone and beyond. This book forms the first comprehensive overview of magnetotellurics, from the salient physics and its mathematical representation to practical implementation in the field, data processing, modeling and geological interpretation. Electromagnetic induction in 1-D, 2-D and 3-D media is explored, building from first principles, and with thorough coverage of the practical techniques of time series processing, distortion, numerical modeling and inversion. The fundamental principles are illustrated with a series of case histories describing geological applications. Technical issues, instrumentation and field practices are described for both land and marine surveys. This book provides a rigorous introduction to magnetotellurics for academic researchers and advanced students, and will be of interest to industrial prac

The Sorrows of Young Werther propelled Goethe to instant fame when it first appeared in 1774. Goethe's story of a sensitive young artist--an alienated youth of searching introspection and passionate intensity--captured the Romantic sensibility of the day and led to a wave of imitations. Translated by the award-winning author David Constantine, this new edition captures the novel's lyric clarity and powerful immediacy. In addition, Constantine's critical introduction sheds light on the autobiographical background, the novel's epistolary form and structure, and Werther's reception and afterlife. The explanatory notes illuminate contemporary allusions, literary references, and the parallels with Goethe's life.About the Series: For over 100 years Oxford World's Classics has made available the broadest spectrum of literature from around the globe. Each affordable volume reflects Oxford's commitment to scholarship, providing the most accurate text plus a wealth of other valuable features, in

This book gives a structured account of Egypt's transition from Ptolemaic to Roman rule by identifying key relationships between ecology, land tenure, taxation, administration and politics. It introduces theoretical perspectives from the social sciences and subjects them to empirical scrutiny using data from Greek and Demotic papyri as well as comparative evidence. Although building on recent scholarship, it offers some provocative arguments that challenge prevailing views. For example, patterns of land ownership are linked to population density and are seen as one aspect of continuity between the Ptolemaic and Roman period. Fiscal reform, by contrast, emerges as a significant mechanism of change not only in the agrarian economy but also in the administrative system and the whole social structure. Anyone seeking to understand the impact of Roman rule in the Hellenistic east must consider the well-attested processes in Egypt that this book seeks to explain.

Horace's first book of Satires is his debut work, a document of one man's self-fashioning on the cusp between republic and empire, and a pivotal text in the history of Roman satire. It wrestles with the problem of how to define and assimilate satire and justifies the poet's own position in a suspicious society. The commentary gives full weight to the dense texture of these poems while helping readers interpret their most cryptic aspects and appreciate their technical finesse. The introduction puts Horace in context as late-Republican newcomer and a vital figure in the development of satire, and discusses the structure and meaning of Satires I, literary and philosophical influences, style, metre, transmission and Horace's rich afterlife. Each poem is followed by an essay offering overall interpretation. This work is designed for upper-level students and scholars of classics but contains much of interest to specialists in later European literature.

Horace's first book of Satires is his debut work, a document of one man's self-fashioning on the cusp between republic and empire, and a pivotal text in the history of Roman satire. It wrestles with the problem of how to define and assimilate satire and justifies the poet's own position in a suspicious society. The commentary gives full weight to the dense texture of these poems while helping readers interpret their most cryptic aspects and appreciate their technical finesse. The introduction puts Horace in context as late-Republican newcomer and a vital figure in the development of satire, and discusses the structure and meaning of Satires I, literary and philosophical influences, style, metre, transmission and Horace's rich afterlife. Each poem is followed by an essay offering overall interpretation. This work is designed for upper-level students and scholars of classics but contains much of interest to specialists in later European literature.

Xi Chen explores the question of why there has been a dramatic rise in and routinization of social protests in China since the early 1990s. Drawing on case studies, in-depth interviews and a unique data set of about 1,000 government records of collective petitions, this book examines how the political structure in Reform China has encouraged Chinese farmers, workers, pensioners, disabled people and demobilized soldiers to pursue their interests and claim their rights by staging collective protests. Chen suggests that routinized contentious bargaining between the government and ordinary people has remedied the weaknesses of the Chinese political system and contributed to the regime's resilience. Social Protest and Contentious Authoritarianism in China challenges the conventional wisdom that authoritarian regimes always repress popular collective protest and that popular collective action tends to destabilize authoritarian regimes.

This book presents an integrated collection of representative approaches for scaling up machine learning and data mining methods on parallel and distributed computing platforms. Demand for parallelizing learning algorithms is highly task-specific: in some settings it is driven by the enormous dataset sizes, in others by model complexity or by real-time performance requirements. Making task-appropriate algorithm and platform choices for large-scale machine learning requires understanding the benefits, trade-offs and constraints of the available options. Solutions presented in the book cover a range of parallelization platforms from FPGAs and GPUs to multi-core systems and commodity clusters, concurrent programming frameworks including CUDA, MPI, MapReduce and DryadLINQ, and learning settings (supervised, unsupervised, semi-supervised and online learning). Extensive coverage of parallelization of boosted trees, SVMs, spectral clustering, belief propagation and other popular learning algo

This book contains thirteen essays by senior international experts on Greek tragedy looking at Sophocles' dramas. They reassess their crucial role in the creation of the tragic repertoire, in the idea of the tragic canon in antiquity, and in the making and infinite re-creation of the tragic tradition in the Renaissance and beyond. The introduction looks at the paradigm shifts during the twentieth century in the theory and practice of Greek theatre, in order to gain a perspective on the current state of play in Sophoclean studies. The following three sections explore respectively the way that Sophocles' tragedies provoked and educated their original Athenian democratic audience, the language, structure and lasting impact of his Oedipus plays, and the centrality of his oeuvre in the development of the tragic tradition in Aeschylus, Euripides, ancient philosophical theory, fourth-century tragedy and Shakespeare.

Scientists need statistics. Increasingly this is accomplished using computational approaches. Freeing readers from the constraints, mysterious formulas and sophisticated mathematics of classical statistics, this book is ideal for researchers who want to take control of their own statistical arguments. It demonstrates how to use spreadsheet macros to calculate the probability distribution predicted for any statistic by any hypothesis. This enables readers to use anything that can be calculated (or observed) from their data as a test statistic and hypothesize any probabilistic mechanism that can generate data sets similar in structure to the one observed. A wide range of natural examples drawn from ecology, evolution, anthropology, palaeontology and related fields give valuable insights into the application of the described techniques, while complete example macros and useful procedures demonstrate the methods in action and provide starting points for readers to use or modify in their ow

Originally published in 1959, the basis of this book was a course of lectures given at Cambridge University entitled Three Traditions of Moral Thought: Platonic-Christian; Utilitarian; Humanist. Designed chiefly for students of literature, and maintaining the accessible structure of the original lectures, it was intended to provide an introduction to English moral thought and the problems of moral philosophy. Whilst this approach necessarily involved an avoidance of a 'pure' philosophical method, it was enriched by fresh perspectives derived from literary criticism and a direct, non-technical style. This is an informative volume that will be of value to anyone with an interest in moral philosophy, literary criticism, and the relationship between the two.

Luke Howard (1772–1864) was a pharmacist and businessman, but is most famous for his contributions to meteorology. He classified clouds by their appearance and gave them their modern names of cumulus, cirrus, nimbus and stratus. He was educated at a Quaker school in Oxfordshire, then trained as a pharmacist, but was fascinated by weather throughout his life, and developed into a keen amateur meteorologist. He wrote several important texts on the subject including The Climate of London, an early study in urban climatology, and On the Modification of Clouds (both also reissued in this series). Published in 1837, Seven Lectures on Meteorology covers the components of the atmosphere, seasonal variation in winds and temperature, the use of barometers, cloud structure, and visual phenomena such as rainbows and the Aurora Borealis. This reissue also includes Howard's short 1842 book which details selected British weather data from 1824 to 1841.

What is the nature of syntactic structure? Why do some languages have radically free word order ('nonconfigurationality')? Do parameters vary independently (the micro-view) or can they co-vary en masse (the macro-view)? Mirrors and Microparameters examines these questions by looking beyond the definitional criterion of nonconfigurationality - that arguments may be freely ordered, omitted, and split. Drawing on data from Kiowa, a member of the largely undescribed Kiowa-Tanoan language family, the book reveals that classically nonconfigurational languages can nonetheless exhibit robustly configurational effects. Reconciling the cooccurrence of such freedom with such rigidity has major implications for the Principles and Parameters program. This approach to nonconfigurational languages challenges widespread assumptions of linguistic theory and throws light on the syntactic structures, ordering principles, and nature of parametrization that comprise Universal Grammar.

Polyhedral functions provide a model for an important class of problems that includes both linear programming and applications in data analysis. General methods for minimizing such functions using the polyhedral geometry explicitly are developed. Such methods approach a minimum by moving from extreme point to extreme point along descending edges and are described generically as simplicial. The best-known member of this class is the simplex method of linear programming, but simplicial methods have found important applications in discrete approximation and statistics. The general approach considered in this text, first published in 2001, has permitted the development of finite algorithms for the rank regression problem. The key ideas are those of developing a general format for specifying the polyhedral function and the application of this to derive multiplier conditions to characterize optimality. Also considered is the application of the general approach to the development of active se

Econophysics is an emerging interdisciplinary field that takes advantage of the concepts and methods of statistical physics to analyse economic phenomena. This book expands the explanatory scope of econophysics to the real economy by using methods from statistical physics to analyse the success and failure of companies. Using large data sets of companies and income-earners in Japan and Europe, a distinguished team of researchers show how these methods allow us to analyse companies, from huge corporations to small firms, as heterogeneous agents interacting at multiple layers of complex networks. They then show how successful this approach is in explaining a wide range of recent findings relating to the dynamics of companies. With mathematics kept to a minimum, the book is not only a lively introduction to the field of econophysics but also provides fresh insights into company behaviour.

Functional magnetic resonance imaging (fMRI) has become the most popular method for imaging brain function. Handbook of Functional MRI Data Analysis provides a comprehensive and practical introduction to the methods used for fMRI data analysis. Using minimal jargon, this book explains the concepts behind processing fMRI data, focusing on the techniques that are most commonly used in the field. This book provides background about the methods employed by common data analysis packages including FSL, SPM and AFNI. Some of the newest cutting-edge techniques, including pattern classification analysis, connectivity modeling and resting state network analysis, are also discussed. Readers of this book, whether newcomers to the field or experienced researchers, will obtain a deep and effective knowledge of how to employ fMRI analysis to ask scientific questions and become more sophisticated users of fMRI analysis software.

'Language attrition' describes the loss of, or changes to, grammatical and other features of a language as a result of declining use by speakers who have changed their linguistic environment and language habits. In such a situation there may, for example, be simplification in the tense system or in certain properties of subordinate clauses; some vocabulary items might fall into disuse and phonetic features may be restructured. These changes can be affected by features of the speaker's environment, but also by his or her attitudes and processes of identification. This book provides a detailed and up-to-date introduction to the way in which language attrition can affect language, as well as to the extra- and sociolinguistic features involved. It also familiarizes the reader with experimental approaches to attrition and data analysis techniques and provides hands-on guidelines on how to apply them.

The instability of fluid flows is a key topic in classical fluid mechanics because it has huge repercussions for applied disciplines such as chemical engineering, hydraulics, aeronautics, and geophysics. This modern introduction is written for any student, researcher, or practitioner working in the area, for whom an understanding of hydrodynamic instabilities is essential. Based on a decade's experience of teaching postgraduate students in fluid dynamics, this book brings the subject to life by emphasizing the physical mechanisms involved. The theory of dynamical systems provides the basic structure of the exposition, together with asymptotic methods. Wherever possible, Charru discusses the phenomena in terms of characteristic scales and dimensional analysis. The book includes numerous experimental studies, with references to videos and multimedia material, as well as over 150 exercises which introduce the reader to new problems.

'Language attrition' describes the loss of, or changes to, grammatical and other features of a language as a result of declining use by speakers who have changed their linguistic environment and language habits. In such a situation there may, for example, be simplification in the tense system or in certain properties of subordinate clauses; some vocabulary items might fall into disuse and phonetic features may be restructured. These changes can be affected by features of the speaker's environment, but also by his or her attitudes and processes of identification. This book provides a detailed and up-to-date introduction to the way in which language attrition can affect language, as well as to the extra- and sociolinguistic features involved. It also familiarizes the reader with experimental approaches to attrition and data analysis techniques and provides hands-on guidelines on how to apply them.