Introduction to Python Programming And Data Structure By Liang

Methods and perspectives to model and measure productivity and efficiency have made a number of important advances in the last decade. Using the standard and innovative formulations of the theory and practice of efficiency and productivity measurement, Robin C. Sickles and Valentin Zelenyuk provide a comprehensive approach to productivity and efficiency analysis, covering its theoretical underpinnings and its empirical implementation, paying particular attention to the implications of neoclassical economic theory. A distinct feature of the book is that it presents a wide array of theoretical and empirical methods utilized by researchers and practitioners who study productivity issues. An accompanying website includes methods, programming codes that can be used with widely available software like MATLAB® and R, and test data for many of the productivity and efficiency estimators discussed in the book. It will be valuable to upper-level undergraduates, graduate students, and professional

Recent years have witnessed an explosion in the volume and variety of data collected in all scientific disciplines and industrial settings. Such massive data sets present a number of challenges to researchers in statistics and machine learning. This book provides a self-contained introduction to the area of high-dimensional statistics, aimed at the first-year graduate level. It includes chapters that are focused on core methodology and theory - including tail bounds, concentration inequalities, uniform laws and empirical process, and random matrices - as well as chapters devoted to in-depth exploration of particular model classes - including sparse linear models, matrix models with rank constraints, graphical models, and various types of non-parametric models. With hundreds of worked examples and exercises, this text is intended both for courses and for self-study by graduate students and researchers in statistics, machine learning, and related fields who must understand, apply, and ad

In Blockchain Regulation and Governance in Europe, Michèle Finck examines the relationship between blockchain technology and EU law and introduces the theme of blockchain governance. The book provides a general introduction to blockchains as both a regulatable and a regulatory technology and outlines the interaction between distributed ledger technology and specific areas of EU law, such as the General Data Protection Regulation. It should be read by anyone interested in EU law, the relationship between law, innovation and technology, and technology governance.

In Blockchain Regulation and Governance in Europe, Michèle Finck examines the relationship between blockchain technology and EU law and introduces the theme of blockchain governance. The book provides a general introduction to blockchains as both a regulatable and a regulatory technology and outlines the interaction between distributed ledger technology and specific areas of EU law, such as the General Data Protection Regulation. It should be read by anyone interested in EU law, the relationship between law, innovation and technology, and technology governance.

During the 1970s and early 1980s, Egypt experienced swift economic growth resulting from a regional oil boom. Oddly, this economic growth hardly registered in Egyptian public discourse, which continuously claimed that the country was experiencing multiple economic, social, and cultural crises. This book sets out to investigate this discrepancy and to offer a revisionist history of the period. It documents the massive socio-economic mobility in Egypt by analysing relevant statistical data and ethnographic evidence, indicating the changes in the employment structure and the spread of mass consumption. Relli Shechter further examines a wide array of cultural resources, such as Egyptian academic writing, the press, the cinema, and the literature, in which critics lamented 'what went wrong' in Egypt. By doing so, he offers a local version of a wider Middle Eastern and international story: the global formation of middle-class societies whose members strove for respectable lives with only par

A comprehensive introduction to how people learn second languages (L2s), this textbook approaches the topic through five problems the L2 learner has to solve: 'breaking into' the L2; associating forms with meanings; learning sentence structure; learning phrasal and sentential meaning; and learning the use of the L2 in context. These problems are linked throughout to the L2 acquisition of lexis, morphology, syntax, semantics, phonetics/phonology and language-use in a reader-friendly way, using key studies to build a comprehensive picture of how L2s are learned. 'In a nutshell' summaries of chapter sections provide helpful signposts to the developing argument, whilst end-of-chapter activities encourage the reader to reflect on the ideas presented, analyse data and think creatively about the problems encountered. The roles of innate knowledge, input, and the age at which learning starts are also considered. This essential textbook will enable students to think objectively about language,

A comprehensive introduction to how people learn second languages (L2s), this textbook approaches the topic through five problems the L2 learner has to solve: 'breaking into' the L2; associating forms with meanings; learning sentence structure; learning phrasal and sentential meaning; and learning the use of the L2 in context. These problems are linked throughout to the L2 acquisition of lexis, morphology, syntax, semantics, phonetics/phonology and language-use in a reader-friendly way, using key studies to build a comprehensive picture of how L2s are learned. 'In a nutshell' summaries of chapter sections provide helpful signposts to the developing argument, whilst end-of-chapter activities encourage the reader to reflect on the ideas presented, analyse data and think creatively about the problems encountered. The roles of innate knowledge, input, and the age at which learning starts are also considered. This essential textbook will enable students to think objectively about language,

The two books of Sextus Empiricus' Against the Physicists have not received much attention in their own right, as sustained and methodical specimens of sceptical philosophy. This volume redresses the balance by offering a series of in-depth studies on them, focusing in particular on their overall argumentative structure and on the various ways in which their formal features relate to their contents, showing how Sextus' procedures vary from one section to the other, and throwing new light on the way he was using his sources. It follows Sextus' own division of these two books into nine successive topics, namely god, cause, wholes and parts, body, place, motion, time, number, coming-to-be and passing-away. These nine chapters are preceded by an introduction which discusses a number of general features of Sextus' scepticism and links the conclusions of this volume to some recent discussions on the scope of ancient scepticism.

What is the lexicon, what does it contain, and how is it structured? What principles determine the functioning of the lexicon as a component of natural language grammar? What role does lexical information play in linguistic theory? This accessible introduction aims to answer these questions, and explores the relation of the lexicon to grammar as a whole. It includes a critical overview of major theoretical frameworks, and puts forward a unified treatment of lexical structure and design. The text can be used for introductory and advanced courses, and for courses that touch upon different aspects of the lexicon, such as lexical semantics, lexicography, syntax, general linguistics, computational lexicology and ontology design. The book provides students with a set of tools which will enable them to work with lexical data for all kinds of purposes, including an abundance of exercises and in-class activities designed to ensure that students are actively engaged with the content and effectiv

A concise introduction to key computing skills for biologistsWhile biological data continues to grow exponentially in size and quality, many of today’s biologists are not trained adequately in the computing skills necessary for leveraging this information deluge. In Computing Skills for Biologists, Stefano Allesina and Madlen Wilmes present a valuable toolbox for the effective analysis of biological data.Based on the authors’ experiences teaching scientific computing at the University of Chicago, this textbook emphasizes the automation of repetitive tasks and the construction of pipelines for data organization, analysis, visualization, and publication. Stressing practice rather than theory, the book’s examples and exercises are drawn from actual biological data and solve cogent problems spanning the entire breadth of biological disciplines, including ecology, genetics, microbiology, and molecular biology. Beginners will benefit from the many examples explained step-by-step, while more

Government Accountability: Australian Administrative Law Sources and Materials is a companion text to the second edition of Government Accountability: Australian Administrative Law. The casebook follows the structure of the textbook and provides a sophisticated and in-depth introduction to the principal areas of administrative law taught in Australia. Extracts from primary materials – including cases, legislation and judicial review – provide readers with an understanding of the key principles of administrative law and demonstrate how these mechanisms operate in practice. Case extracts provide a clear account of the facts, issues and statutory provisions considered by the courts. Extracts from secondary sources, including from parliamentary reports and publications by leading commentators in this field, further elucidate key concepts and controversies. Written by experts with substantial teaching and research experience, this is an essential text that will equip students with the tools

Scholars of legislative politics often note the many differences between the British House of Commons and the United States House of Representatives. These include differences in party strength, members' partisan loyalty on votes, and general institutional structure. Because of these differences, scholars have rarely compared these chambers directly. This Element aims to do precisely that. The authors point out the many similar motivations of members in both chambers, and leverage these similar motivations to theorize that member ideology, as well as how party agenda interact to produce party disloyalty. Using data on legislative voting following changes in agenda control, the authors demonstrate that ideological extremists in both the US and UK use party disloyalty to connect with ideologically extreme constituents. The similarities in patterns across these chambers suggest that legislative scholars have much to gain by considering the commonalities across American and British politic

This volume provides a practical introduction to the method of maximum likelihood as used in social science research. Ward and Ahlquist focus on applied computation in R and use real social science data from actual, published research. Unique among books at this level, it develops simulation-based tools for model evaluation and selection alongside statistical inference. The book covers standard models for categorical data as well as counts, duration data, and strategies for dealing with data missingness. By working through examples, math, and code, the authors build an understanding about the contexts in which maximum likelihood methods are useful and develop skills in translating mathematical statements into executable computer code. Readers will not only be taught to use likelihood-based tools and generate meaningful interpretations, but they will also acquire a solid foundation for continued study of more advanced statistical techniques.

This volume provides a practical introduction to the method of maximum likelihood as used in social science research. Ward and Ahlquist focus on applied computation in R and use real social science data from actual, published research. Unique among books at this level, it develops simulation-based tools for model evaluation and selection alongside statistical inference. The book covers standard models for categorical data as well as counts, duration data, and strategies for dealing with data missingness. By working through examples, math, and code, the authors build an understanding about the contexts in which maximum likelihood methods are useful and develop skills in translating mathematical statements into executable computer code. Readers will not only be taught to use likelihood-based tools and generate meaningful interpretations, but they will also acquire a solid foundation for continued study of more advanced statistical techniques.

Based on rare first-hand historical data, Wang Ke presents the analysis of the East Turkestan from the perspective of Islamic social structure, the origin and evolution of thoughts on national revolution, the power structure of the Republic, and international politics. The original Japanese edition of this book has been recognized as the most authoritative research work on the independence movement of East Turkestan. This revised, enriched English edition provides valuable references for the prominent issues of Xinjiang today. ~~~~~~~ “For those intrigued by the modern history of China’s Xinjiang region, this detailed study of the 1940s invites the reader to explore a tempestuous decade marked by conflict and turmoil as Uyghurs, Kazakhs and other ethnic groups sought to form an independent state, the East Turkestan Republic. Understanding the complex involvement of powerful outside forces, a brutal world war, and an opportunity for groups that saw a chance at independence requires ca

Do you use language corpora in your research or study, but find that you struggle with statistics? This practical introduction will equip you to understand the key principles of statistical thinking and apply these concepts to your own research, without the need for prior statistical knowledge. The book gives step-by-step guidance through the process of statistical analysis and provides multiple examples of how statistical techniques can be used to analyse and visualise linguistic data. It also includes a useful selection of discussion questions and exercises which you can use to check your understanding. The book comes with a Companion website, which provides additional materials (answers to exercises, datasets, advanced materials, teaching slides etc.) and Lancaster Stats Tools online (http://corpora.lancs.ac.uk/stats), a free click-and-analyse statistical tool for easy calculation of the statistical measures discussed in the book.

Do you use language corpora in your research or study, but find that you struggle with statistics? This practical introduction will equip you to understand the key principles of statistical thinking and apply these concepts to your own research, without the need for prior statistical knowledge. The book gives step-by-step guidance through the process of statistical analysis and provides multiple examples of how statistical techniques can be used to analyse and visualise linguistic data. It also includes a useful selection of discussion questions and exercises which you can use to check your understanding. The book comes with a Companion website, which provides additional materials (answers to exercises, datasets, advanced materials, teaching slides etc.) and Lancaster Stats Tools online (http://corpora.lancs.ac.uk/stats), a free click-and-analyse statistical tool for easy calculation of the statistical measures discussed in the book.

Environmental problems are firmly on the political agenda. The stark threat to the planet from climate change, biodiversity loss and pollution can no longer be ignored by governments, political parties, businesses or individuals. Responding to the considerable developments of the last decade, Neil Carter has updated his popular textbook thoroughly, while retaining the existing structure of previous editions. The Politics of the Environment continues to analyse the relationship between 'green ideas' and other political doctrines, the development of green parties and public policymaking, and environmental issues at international, national and local levels. It provides students with a comprehensive comparative introduction to ideas, activism and policy. New to this edition are discussions on climate justice, climate legislation and recent environmental struggles, such as demonstrations against fracking. It employs a variety of global examples and includes pedagogical features such as boxe

Environmental problems are firmly on the political agenda. The stark threat to the planet from climate change, biodiversity loss and pollution can no longer be ignored by governments, political parties, businesses or individuals. Responding to the considerable developments of the last decade, Neil Carter has updated his popular textbook thoroughly, while retaining the existing structure of previous editions. The Politics of the Environment continues to analyse the relationship between 'green ideas' and other political doctrines, the development of green parties and public policymaking, and environmental issues at international, national and local levels. It provides students with a comprehensive comparative introduction to ideas, activism and policy. New to this edition are discussions on climate justice, climate legislation and recent environmental struggles, such as demonstrations against fracking. It employs a variety of global examples and includes pedagogical features such as boxe

A playful, kid-friendly introduction to game development using Scratch, a visual programming language for making interactive games and animations. Author is a well-known professional game designer.Make Your Own Scratch Games! shows you how to make interactive games using Scratch, a beginner-friendly tool for making and sharing animated games online. Readers use Scratch's block-based programming language to design games from scratch using author's games as examples. Anthropy walks readers through game development process from start to finish, covering everything from mapping out a game's structure, creating animations, and debugging the end product. Readers will understand what makes designing video games challenging and fun, and feel ready to bring their own game ideas to life.

Clays and clay minerals are the most abundant natural reactive solids on the Earth's surface. This comprehensive review considers clay science in the context of the Critical Zone - the Earth's permeable near-surface layer. Providing information on clays and clay minerals related to geological, biological and material sciences in the Critical Zone, it's well suited for graduate students and researchers interested in clay science, and environmental and soil mineralogy. The book starts with an introduction to clays and clay minerals, their historic background, and a review of how clay science impacts the Critical Zone. Examples and applications demonstrate how clays regulate habitats and determine the availability of other resources. These examples are supported by quantitative field data, including numerical and graphical depictions of clay and clay mineral occurrences. The book concludes by covering Critical Zone clay geochemistry and clay sequences, including the industrial, synthetic

This book explores the fundamentals of computer music and functional programming through the Haskell programming language. Functional programming is typically considered difficult to learn. This introduction in the context of creating music will allow students and professionals with a musical inclination to leverage their experience to help understand concepts that might be intimidating in more traditional computer science settings. Conversely, the book opens the door for programmers to interact with music by using a medium that is familiar to them. Readers will learn how to use the Euterpea library for Haskell (http://www.euterpea.com) to represent and create their own music with code, without the need for other music software. The book explores common paradigms used in algorithmic music composition, such as stochastic generation, musical grammars, self-similarity, and real-time interactive systems. Other topics covered include the basics of signal-based systems in Haskell, sound synt

All humans share certain components of tooth structure, but show variation in size and morphology around this shared pattern. This book presents a worldwide synthesis of the global variation in tooth morphology in recent populations. Research has advanced on many fronts since the publication of the first edition, which has become a seminal work on the subject. This revised and updated edition introduces new ideas in dental genetics and ontogeny and summarizes major historical problems addressed by dental morphology. The detailed descriptions of 29 dental variables are fully updated with current data and include details of a new web-based application for using crown and root morphology to evaluate ancestry in forensic cases. A new chapter describes what constitutes a modern human dentition in the context of the hominin fossil record.

A hands-on approach to historical linguistics, working through 101 problems in five different categories.This book offers a hands-on approach to historical linguistics, guiding the student through 101 problems in five different categories. These include 12 problems on the establishment of genetic relationship among languages, 24 problems on sound change, 35 problems on phonological reconstruction, 10 problems on internal reconstruction, and 20 problems on subgrouping. Each section begins with an introduction to the principles of historical linguistics as applied to the topic at hand. The problems come next, ordered by level of difficulty -- beginning, intermediate, advanced. The "Solutions" section at the end of the book provides answers.The book provides a consistent structure for each section, offering an overview of the topic followed by progressively difficult problems. Examples come from a wide range of languages, including Austronesian languages. The book provides explicit soluti

This book opens with a simple introduction to financial markets, attempting to understand the action and the players of Wall Street by comparing them to the action and the players of main street. Firstly, it explores the definition of a security by its function, the departure from the buyer beware environment of corporate law and the entrance into the seller disclose environment of securities law. Secondly, it shows that the cost of disclosure rules is justified by their capacity to combat irrationalities, fads, and panics. The third section explains how the structure of class actions is designed to improve deterrence. Next it explores the economic harm from insider trading and how the law fights it. In sum, the book shows how all these parts of securities law serve the virtuous cycle from liquidity to accurate prices and more trading and how the great recession showed that our securities regulation reacted mostly adequately to the crisis.

This book formally introduces synthetic differential topology, a natural extension of the theory of synthetic differential geometry which captures classical concepts of differential geometry and topology by means of the rich categorical structure of a necessarily non-Boolean topos and of the systematic use of logical infinitesimal objects in it. Beginning with an introduction to those parts of topos theory and synthetic differential geometry necessary for the remainder, this clear and comprehensive text covers the general theory of synthetic differential topology and several applications of it to classical mathematics, including the calculus of variations, Mather's theorem, and Morse theory on the classification of singularities. The book represents the state of the art in synthetic differential topology and will be of interest to researchers in topos theory and to mathematicians interested in the categorical foundations of differential geometry and topology.

All humans share certain components of tooth structure, but show variation in size and morphology around this shared pattern. This book presents a worldwide synthesis of the global variation in tooth morphology in recent populations. Research has advanced on many fronts since the publication of the first edition, which has become a seminal work on the subject. This revised and updated edition introduces new ideas in dental genetics and ontogeny and summarizes major historical problems addressed by dental morphology. The detailed descriptions of 29 dental variables are fully updated with current data and include details of a new web-based application for using crown and root morphology to evaluate ancestry in forensic cases. A new chapter describes what constitutes a modern human dentition in the context of the hominin fossil record.

This collection of expository articles by a range of established experts and newer researchers provides an overview of the recent developments in the theory of locally compact groups. It includes introductory articles on totally disconnected locally compact groups, profinite groups, p-adic Lie groups and the metric geometry of locally compact groups. Concrete examples, including groups acting on trees and Neretin groups, are discussed in detail. An outline of the emerging structure theory of locally compact groups beyond the connected case is presented through three complementary approaches: Willis' theory of the scale function, global decompositions by means of subnormal series, and the local approach relying on the structure lattice. An introduction to lattices, invariant random subgroups and L2-invariants, and a brief account of the Burger–Mozes construction of simple lattices are also included. A final chapter collects various problems suggesting future research directions.

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

For courses in computer science and programming Starting Out with Java: From Control Structures through Data Structures provides a smooth introduction to programming with Java that moves fl

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 magnetotelluric (MT) method, a technique for probing the electrical conductivity structure of the Earth, is increasingly used both in applied geophysics and in basic research. This book, first published in 2005, goes into detail on practical aspects of applying the MT technique. Beginning with the basic principles of electromagnetic induction in the Earth, this introduction to magnetotellurics aims to guide students and researchers in geophysics and other areas of Earth science through the practical aspects of the MT method: from planning a field campaign, through data processing and modelling, to tectonic and geodynamic interpretation. The book will be of use to graduate-level students and researchers who are embarking on a research project involving MT; to lecturers preparing courses on MT; and to geoscientists involved in multi-disciplinary research projects who wish to incorporate MT results in their interpretations.

Hydroclimatology provides a systematic structure for analysing how the climate system causes time and space variations (both global and local) in the hydrologic cycle. Changes in the relationship between the climate system and the hydrologic cycle underlie floods, drought and possible future influences of global warming on water resources. Land-based data, satellite data, and computer models contribute to our understanding of the complex time and space variations of physical processes shared by the climate system and the hydrologic cycle. Blending key information from the fields of climatology and hydrology - which are not often found in a single volume - this is an ideal textbook for students in atmospheric science, hydrology, Earth and environmental science, geography, and environmental engineering. It is also a useful reference for academic researchers in these fields.

Book VI of the Histories is one of Herodotus' most varied books, beginning with the final collapse of the Ionian Revolt and moving on to the Athenian triumph at Marathon (490 BC); it also includes fascinating material on Sparta, full of court intrigue and culminating in Kleomenes' grisly death, and there is comedy too, with Alkmeon's cramming clothes, boots, and even cheeks with gold dust, then Hippokleides 'dancing away his marriage'. In Herodotus' time, Marathon was already reaching almost legendary status, commemorated in epigrams and monuments, and in this edition a substantial introduction discusses Herodotus' relation to these other memorials. It also explores the place of the book in the Histories' overall structure, and pays particular attention to Herodotus' treatment of impiety. A new text is then accompanied by a full commentary, covering literary and historical aspects and offering help with translation. The volume is suitable for undergraduates, graduate students, teachers

Book VI of the Histories is one of Herodotus' most varied books, beginning with the final collapse of the Ionian Revolt and moving on to the Athenian triumph at Marathon (490 BC); it also includes fascinating material on Sparta, full of court intrigue and culminating in Kleomenes' grisly death, and there is comedy too, with Alkmeon's cramming clothes, boots, and even cheeks with gold dust, then Hippokleides 'dancing away his marriage'. In Herodotus' time, Marathon was already reaching almost legendary status, commemorated in epigrams and monuments, and in this edition a substantial introduction discusses Herodotus' relation to these other memorials. It also explores the place of the book in the Histories' overall structure, and pays particular attention to Herodotus' treatment of impiety. A new text is then accompanied by a full commentary, covering literary and historical aspects and offering help with translation. The volume is suitable for undergraduates, graduate students, teachers

The second edition of Principles of Seismology has been extensively revised and updated to present a modern approach to observation seismology and the theory behind digital seismograms. It includes: a new chapter on Earthquakes, Earth's structure and dynamics; a considerably revised chapter on instrumentation, with new material on processing of modern digital seismograms and a list of website hosting data and seismological software; and 100 end-of-chapter problems. The fundamental physical concepts on which seismic theory is based are explained in full detail with step-by-step development of the mathematical derivations, demonstrating the relationship between motions recorded in digital seismograms and the mechanics of deformable bodies. With chapter introductions and summaries, numerous examples, newly drafted illustrations and new color figures, and an updated bibliography and reference list, this intermediate-level textbook is designed to help students develop the skills to tackle r

Grounded in contemporary, evidence-based research, the second edition of Assessment for Teaching provides a comprehensive introduction to assessment and teaching in primary and secondary school settings. Taking a practical approach to assessment and the collaborative use of data in the classroom, this text advances a developmental model of assessment which aims to improve student outcomes through targeted teaching interventions. Thoroughly revised and updated to include the latest research, this edition features expanded content on collaborative teaching, competence assessment, learning and assessment and self-regulated teaching and learning. Each chapter features learning objectives, reflective questions, an extended exercise to link course content with classroom practice, and end-of-chapter rubrics which help readers assess their own understanding and learning. Written by a team of experts from the Assessment Research Centre at the University of Melbourne, Assessment for Teaching is

Written by internationally renowned experts, each chapter provides a full introduction to a key aspect of research methodology. From starting out to generating, analyzing, and presenting data, this ne

Written by internationally renowned experts, each chapter provides a full introduction to a key aspect of research methodology. From starting out to generating, analyzing, and presenting data, this ne

Written by leading researchers, this complete introduction brings together all the theory and tools needed for building robust machine learning in adversarial environments. Discover how machine learning systems can adapt when an adversary actively poisons data to manipulate statistical inference, learn the latest practical techniques for investigating system security and performing robust data analysis, and gain insight into new approaches for designing effective countermeasures against the latest wave of cyber-attacks. Privacy-preserving mechanisms and the near-optimal evasion of classifiers are discussed in detail, and in-depth case studies on email spam and network security highlight successful attacks on traditional machine learning algorithms. Providing a thorough overview of the current state of the art in the field, and possible future directions, this groundbreaking work is essential reading for researchers, practitioners and students in computer security and machine learning,