Modelling Text As Process

Welcome to Trace Italian, a game of strategy and survival! You may now make your first move.Isolated by a disfiguring injury since the age of seventeen, Sean Phillips crafts imaginary worlds for strangers to play in. From his small apartment in southern California, he orchestrates fantastic adventures where possibilities, both dark and bright, open in the boundaries between the real and the imagined. As the creator of Trace Italian—a text-based, role-playing game played through the mail—Sean guides players from around the world through his intricately imagined terrain, which they navigate and explore, turn by turn, seeking sanctuary in a ravaged, savage future America.Lance and Carrie are high school students from Florida, explorers of the Trace. But when they take their play into the real world, disaster strikes, and Sean is called to account for it. In the process, he is pulled back through time, tunneling toward the moment of his own self-inflicted departure from the world in which

The phenomenon of guttation finds applications in a wide range of areas, including plant biology, ecology, agriculture, horticulture, animal husbandry, pharmacology and medicine. This unique text provides a comprehensive review of this process. It explores the genetic, environmental, and edaphic factors that control and regulate guttation; and discusses in detail the impact of guttation on soil-plant-animal-environment systems, soil fertility and soil productivity, plant water balance, plant physiological research, ecosystem maintenance, and hydathode retrieval of water and solute. A separate chapter addresses practical applications, such as in the production of recombinant proteins for commercial use, seed protein, alkaloids, pharmaceutical drugs, resins, gums, and rubber. Besides specialists in plant sciences, the book will also appeal to anyone interested in the topic of plant-water relationships.

Is college worth the cost? Should I worry about arsenic in my rice? Can we recycle pollution? Real questions of personal finance, public health, and social policy require sober, data-driven analyses. This unique text provides students with the tools of quantitative reasoning to answer such questions. The text models how to clarify the question, recognize and avoid bias, isolate relevant factors, gather data, and construct numerical analyses for interpretation. Themes and techniques are repeated across chapters, with a progression in mathematical sophistication over the course of the book, which helps the student get comfortable with the process of thinking in numbers. This textbook includes references to source materials and suggested further reading, making it user-friendly for motivated undergraduate students. The many detailed problems and worked solutions in the text and extensive appendices help the reader learn mathematical areas such as algebra, functions, graphs, and probabilit

Is college worth the cost? Should I worry about arsenic in my rice? Can we recycle pollution? Real questions of personal finance, public health, and social policy require sober, data-driven analyses. This unique text provides students with the tools of quantitative reasoning to answer such questions. The text models how to clarify the question, recognize and avoid bias, isolate relevant factors, gather data, and construct numerical analyses for interpretation. Themes and techniques are repeated across chapters, with a progression in mathematical sophistication over the course of the book, which helps the student get comfortable with the process of thinking in numbers. This textbook includes references to source materials and suggested further reading, making it user-friendly for motivated undergraduate students. The many detailed problems and worked solutions in the text and extensive appendices help the reader learn mathematical areas such as algebra, functions, graphs, and probabilit

When machine learning engineers work with data sets, they may find the results aren't as good as they need. Instead of improving the model or collecting more data, they can use the feature engineering process to help improve results by modifying the data's features to better capture the nature of the problem. This practical guide to feature engineering is an essential addition to any data scientist's or machine learning engineer's toolbox, providing new ideas on how to improve the performance of a machine learning solution. Beginning with the basic concepts and techniques, the text builds up to a unique cross-domain approach that spans data on graphs, texts, time series, and images, with fully worked out case studies. Key topics include binning, out-of-fold estimation, feature selection, dimensionality reduction, and encoding variable-length data. The full source code for the case studies is available on a companion website as Python Jupyter notebooks.

This enduringly popular undergraduate textbook has been thoroughly reworked and updated, and now comprises twelve chapters covering the same breadth of topics as earlier editions, but in a substantially modernized fashion to facilitate classroom teaching. Covering both theoretical and applied aspects of geophysics, clear explanations of the physical principles are blended with step-by-step derivations of the key equations and over 400 explanatory figures to explain the internal structure and properties of the planet, including its petroleum and mineral resources. New topics include the latest data acquisition technologies, such as satellite geophysics, planetary landers, ocean bottom seismometers, and fibre optic methods, as well as recent research developments in ambient noise interferometry, seismic hazard analysis, rheology, and numerical modelling - all illustrated with examples from the scientific literature. Student-friendly features include separate text boxes with auxiliary exp

This enduringly popular undergraduate textbook has been thoroughly reworked and updated, and now comprises twelve chapters covering the same breadth of topics as earlier editions, but in a substantially modernized fashion to facilitate classroom teaching. Covering both theoretical and applied aspects of geophysics, clear explanations of the physical principles are blended with step-by-step derivations of the key equations and over 400 explanatory figures to explain the internal structure and properties of the planet, including its petroleum and mineral resources. New topics include the latest data acquisition technologies, such as satellite geophysics, planetary landers, ocean bottom seismometers, and fibre optic methods, as well as recent research developments in ambient noise interferometry, seismic hazard analysis, rheology, and numerical modelling - all illustrated with examples from the scientific literature. Student-friendly features include separate text boxes with auxiliary exp

Contract Law: Principles and Context presents the development of contract law through a considered selection of cases that are both authoritative and used as factual examples to explain the law. The text introduces readers to the nature and range of contracts, the process for making a contract, rights and duties, adjustments to contracts, vitiating factors and unfair conduct, ending contracts, and remedies and restitution. The text considers the historical development of contracts through case law and legislation, then takes the reader to particular issues with contracts as they might arise in real life and navigates a legal pathway through them. Written in a clear and engaging style, Contract Law provides a fresh, topical and accessible account of the Australian law of contract, and is an invaluable resource for contract law students and practitioners.

Apuleius' Metamorphoses (or The Golden Ass), a masterpiece of Latin literature from the second century AD, still captivates modern readers with its combination of asininity and mysticism. In the novel, a young man named Lucius tells how he accidentally turns into a donkey and then describes how he regains human form with the help of the Egyptian goddess Isis, into whose cult he is initiated. This book argues that invisibility is one of the central motifs in the Metamorphoses and, in the process, presents a new interpretation of Apuleius' novel as a visionary, esoteric text. It contributes both to the study of the subtle relationship between literature and Platonic philosophy and to the cultural history of invisibility in classical antiquity and beyond.

This book on constructing a legal right to housing in India seeks to achieve three ends: first, examine the costs incurred in translating a moral right into the language of the law; second, unpack the ways in which existing law and policy impact the realisation of the right to housing and situate any attempt to legally guarantee the right within this context; and finally, begin thinking through the many complexities that will arise should the right be articulated within the law. A comprehensive chronology of central housing law and policy provides the descriptive background for this analytical text, while also acting as a rich introductory resource on the subject. Asserting a need as a right and then seeking legislative recognition for the right is a formula often used in rights struggles. This book takes a critical look at this process, in order to facilitate informed engagement with the law.

Learning by Expanding challenges traditional theories that consider learning to be a process of acquisition and reorganization of cognitive structures within the closed boundaries of specific tasks or problems. Yrjö Engeström argues that this type of learning increasingly fails to meet the challenges of complex social change and fails to create novel artifacts and ways of life. In response, he presents an innovative theory of expansive learning activity, offering a foundation for understanding and designing learning as a transformation of human activities and organizations. The second edition of this seminal text features a substantive new introduction that illustrates the development and implementation of Engeström's theory since its inception.

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

Loss Models contains a wealth of examples that highlight the real-world applications of the concepts presented, and puts the emphasis on calculations and spreadsheet implementation. With a focus on the loss process, the book reviews the essential quantitative techniques such as random variables, basic distributional quantities, and the recursive method, and discusses techniques for classifying and creating distributions. Parametric, non-parametric, and Bayesian estimation methods are thoroughly covered. In addition, the authors offer practical advice for choosing an appropriate model. This important text:•Presents a revised and updated edition of the classic guide for actuaries that aligns with newly introduced Exams STAM and LTAM•Contains a wealth of exercises taken from previous exams•Includes fresh and additional content related to the material required by the Society of Actuaries (SOA) and the Canadian Institute of Actuaries (CIA)•Offers a solutions manual available for further ins

Explains the process programmers use to write code, including key concepts such as algorithms and programming languages. Easy-to-read text, informative sidebars, and helpful diagrams make this book an

Explains the process programmers use to create a video game, including key concepts such as game mechanics and user interfaces. Easy-to-read text, informative sidebars, and helpful diagrams make this

The third edition of Reinforced and Prestressed Concrete continues to be the most comprehensive text for engineering students, instructors and practising engineers. Theoretical and practical aspects of analysis and design are presented in a clear, easy-to-follow manner and are complemented by numerous illustrative and design examples to aid students' comprehension of complex concepts. This edition has been fully updated to reflect recent amendments and addenda to the Australian Standard for Concrete Structures AS3600–2009 and allied standards. Two new chapters, covering T-beams, irregular-shaped sections and continuous beams, and strut-and-tie modelling have been added as discrete modules to enhance the progression of topics. Additional information is provided on fire resistance, detailing and covering, long-term deflection and design for torsion. An expanded collection of end-of-chapter tutorial problems consolidate student learning and develop problem-solving skills. Reinforced and P

The most sophisticated theories of judicial behavior depict judges as rational actors who strategically pursue multiple goals when making decisions. However, these accounts tend to disregard the possibility that judges have heterogeneous goal preferences - that is, that different judges want different things. Integrating insights from personality psychology and economics, this book proposes a new theory of judicial behavior in which judges strategically pursue multiple goals, but their personality traits determine the relative importance of those goals. This theory is tested by analyzing the behavior of justices who served on the US Supreme Court between 1946 and 2015. Using recent advances in text-based personality measurement, Hall evaluates the influence of the 'big five' personality traits on the justices' behavior during each stage of the Court's decision-making process. What Justices Want shows that personality traits directly affect the justices' choices and moderate the influen

The most sophisticated theories of judicial behavior depict judges as rational actors who strategically pursue multiple goals when making decisions. However, these accounts tend to disregard the possibility that judges have heterogeneous goal preferences - that is, that different judges want different things. Integrating insights from personality psychology and economics, this book proposes a new theory of judicial behavior in which judges strategically pursue multiple goals, but their personality traits determine the relative importance of those goals. This theory is tested by analyzing the behavior of justices who served on the US Supreme Court between 1946 and 2015. Using recent advances in text-based personality measurement, Hall evaluates the influence of the 'big five' personality traits on the justices' behavior during each stage of the Court's decision-making process. What Justices Want shows that personality traits directly affect the justices' choices and moderate the influen

Adaptation, as an internal human process, is an often-overlooked construct in occupational therapy education, research, and practice. Adaptation Through Occupation: Multidimensional Perspectives aims to change that by presenting different perspectives that challenge the reader's understanding of occupational adaptation. As the first of its kind text to explore, analyze, and present a comprehensive and multidimensional approach to understanding occupational adaptation, the collection of writings in this text add to the range of knowledge available in occupational therapy. Adaptation Through Occupation: Multidimensional Perspectives by Drs. Lenin Grajo and Angela Boisselle provides in-depth perspectives of occupation and adaptation that can be used to teach courses on foundational and theoretical perspectives in occupational therapy, occupational science undergraduate and graduate programs, and as a critical module in teaching Neuroscience to occupational therapy students. This text a

Hardy's first published novel, Desperate Remedies (1871), a piece of sensation fiction that encompasses illegitimacy, murder, blackmail, impersonation, and bigamy, was originally published anonymously. Written while, in Hardy's own words, he was 'feeling his way to a method', it nonetheless contains early examples of the kinds of extreme situations and emotions that continued to play a significant role in his later plots. As part of The Cambridge Edition of the Novels and Stories of Thomas Hardy, this edition of the novel provides an authoritative text; full scholarly apparatus that allows the reader to trace Hardy's creative process; an introductory essay discussing the work's composition, publication, and critical reception; and comprehensive explanatory notes.

A modern introduction to synchronization phenomena, this text presents recent discoveries and the current state of research in the field, from low-dimensional systems to complex networks. The book describes some of the main mechanisms of collective behaviour in dynamical systems, including simple coupled systems, chaotic systems, and systems of infinite-dimension. After introducing the reader to the basic concepts of nonlinear dynamics, the book explores the main synchronized states of coupled systems and describes the influence of noise and the occurrence of synchronous motion in multistable and spatially-extended systems. Finally, the authors discuss the underlying principles of collective dynamics on complex networks, providing an understanding of how networked systems are able to function as a whole in order to process information, perform coordinated tasks, and respond collectively to external perturbations. The demonstrations, numerous illustrations and application examples will

Achieve faster and more efficient network design and optimization with this comprehensive guide. Some of the most prominent researchers in the field explain the very latest analytic techniques and results from stochastic geometry for modelling the signal-to-interference-plus-noise ratio (SINR) distribution in heterogeneous cellular networks. This book will help readers to understand the effects of combining different system deployment parameters on key performance indicators such as coverage and capacity, enabling the efficient allocation of simulation resources. In addition to covering results for network models based on the Poisson point process, this book presents recent results for when non-Poisson base station configurations appear Poisson, due to random propagation effects such as fading and shadowing, as well as non-Poisson models for base station configurations, with a focus on determinantal point processes and tractable approximation methods. Theoretical results are illustrate

Many of the complex problems faced by decision makers involve uncertainty as well as multiple conflicting objectives. This book provides a complete understanding of the types of objective functions that should be used in multiattribute decision making. By using tools such as preference, value, and utility functions, readers will learn state-of-the-art methods to analyze prospects to guide decision making and will develop a process that guarantees a defensible analysis to rationalize choices. Summarizing and distilling classical techniques and providing extensive coverage of recent advances in the field, the author offers practical guidance on how to make good decisions in the face of uncertainty. This text will appeal to graduate students and practitioners alike in systems engineering, operations research, business, management, government, climate change, energy, and healthcare.

Villa Madama, Raphael's late masterwork of architecture, landscape, and decoration for the Medici popes, is a paradigm of the Renaissance villa. The creation of this important, unfinished complex provides a remarkable case study for the nature of architectural invention. Drawing on little known poetry describing the villa while it was on the drawing board, as well as ground plans, letters, and antiquities once installed there, Yvonne Elet reveals the design process to have been a dynamic, collaborative effort involving humanists as well as architects. She explores design as a self-reflexive process, and the dialectic of text and architectural form, illuminating the relation of word and image in Renaissance architectural practice. Her revisionist account of architectural design as a process engaging different systems of knowledge, visual and verbal, has important implications for the relation of architecture and language, meaning in architecture, and the translation of idea into form.

This book offers a unique approach to integrated high-temperature process modelling, intended to serve as a design aid for new metal processing technologies. The second edition has been substantially

Designed for the applied practitioner, this book is a compact, entry-level guide to modeling and analyzing non-Gaussian and correlated data. Many practitioners work with data that fail the assumptions of the common linear regression models, necessitating more advanced modeling techniques. This Handbook presents clearly explained modeling options for such situations, along with extensive example data analyses. The book explains core models such as logistic regression, count regression, longitudinal regression, survival analysis, and structural equation modelling without relying on mathematical derivations. All data analyses are performed on real and publicly available data sets, which are revisited multiple times to show differing results using various modeling options. Common pitfalls, data issues, and interpretation of model results are also addressed. Programs in both R and SAS are made available for all results presented in the text so that readers can emulate and adapt analyses for

Designed for the applied practitioner, this book is a compact, entry-level guide to modeling and analyzing non-Gaussian and correlated data. Many practitioners work with data that fail the assumptions of the common linear regression models, necessitating more advanced modeling techniques. This Handbook presents clearly explained modeling options for such situations, along with extensive example data analyses. The book explains core models such as logistic regression, count regression, longitudinal regression, survival analysis, and structural equation modelling without relying on mathematical derivations. All data analyses are performed on real and publicly available data sets, which are revisited multiple times to show differing results using various modeling options. Common pitfalls, data issues, and interpretation of model results are also addressed. Programs in both R and SAS are made available for all results presented in the text so that readers can emulate and adapt analyses for

The text explains the model-based method of intelligence analysis that represents the analyst’s mental models of a subject as well as the analyst’s reasoning process. It includes dynamic s

This unique text helps make sense of big data in engineering applications using tools and techniques from signal processing. It presents fundamental signal processing theories and software implementations, reviews current research trends and challenges, and describes the techniques used for analysis, design and optimization. Readers will learn about key theoretical issues such as data modelling and representation, scalable and low-complexity information processing and optimization, tensor and sublinear algorithms, and deep learning and software architecture, and their application to a wide range of engineering scenarios. Applications discussed in detail include wireless networking, smart grid systems, and sensor networks and cloud computing. This is the ideal text for researchers and practising engineers wanting to solve practical problems involving large amounts of data, and for students looking to grasp the fundamentals of big data analytics.

The Book of Mistakes 是一本關於「錯誤」的美麗繪本。眼睛畫歪了？原來能變成另一種神情；墨漬弄髒了畫紙？竟變成飄浮葉片。這本繪本以輕巧文字與詩意畫面，邀請讀者一同走進創作的過程，也看見容許犯錯、保留空白的力量。ZoommeetsBeautiful Oops!in this memorable picture book debut about the creative process, and the way in which "mistakes" can blossom into inspirationOne eye was bigger than the other. That was a mistake.The weird cat-cow-frog thing? Well, it made an excellent bush.And the inky smudges . . . they look as though they were always meant to be leaves floating gently across the sky.As one artist incorporates accidental splotches, spots, and misshapen things into her art, she transforms her piece in quirky and unexpected ways, taking readers on a journey through her process. Told in minimal, playful text, this story shows readers that even the biggest “mistakes” can be the source of the brightest ideas—and that, at the end of the day, we are all works in progress, too.Fans of Peter Reynolds’sIshand Patrick McDonnell’sA Perfectly Messed-Up Storywill love the funny, poignant, comple

Attention to cultural variation has become an important source of insight in the social, behavioural, and health sciences. Mixed methods research provides an especially sensitive and powerful way to make systematic cross-cultural comparisons, in which qualitative approaches give a window onto cultural meaning and the phenomenological 'feel' of social life, and quantitative methods facilitate hypothesis testing and sophisticated modelling of social and behavioural phenomena. For researchers engaged in cross-cultural projects, this book offers a theory-based approach to integrating 'numbers' and 'text' based on discourse as the originary form of data collection, the method and framework of analysis, and the medium of publication. The book provides concise explanations, targeted examples, step-by-step instructions, and actual analyses of cross-cultural, quantitative survey data and qualitative interview data, with special attention to language(s) and translation as clues to the study of c

Processes governing the evolution of planetesimals are critical to understanding how rocky planets are formed, how water is delivered to them, the origin of planetary atmospheres, how cores and magnetic dynamos develop, and ultimately, which planets have the potential to be habitable. Theoretical advances and new data from asteroid and meteorite observations, coupled with spacecraft missions such as Rosetta and Dawn, have led to major advances in this field over the last decade. This transdisciplinary volume presents an authoritative overview of the latest in our understanding of the processes of planet formation. Combining meteorite, asteroid and icy body observations with theory and modelling of accretion and orbital dynamics, this text also provides insights into the exoplanetary system and the search for habitable worlds. This is an essential reference for those interested in planetary formation, solar system dynamics, exoplanets and planetary habitability.

The Globalization of Internationalization is a timely text which gives voice to emerging perspectives as an increasing range of countries engage in the process of internationalization. The pressure to

The Globalization of Internationalization is a timely text which gives voice to emerging perspectives as an increasing range of countries engage in the process of internationalization. The pressure to

A practical and self-contained guide to the principles, techniques, models and tools of imaging spectroscopy. Bringing together material from essential physics and digital signal processing, it covers key topics such as sensor design and calibration, atmospheric inversion and model techniques, and processing and exploitation algorithms. Readers will learn how to apply the main algorithms to practical problems, how to choose the best algorithm for a particular application, and how to process and interpret hyperspectral imaging data. A wealth of additional materials accompany the book online, including example projects and data for students, and problem solutions and viewgraphs for instructors. This is an essential text for senior undergraduate and graduate students looking to learn the fundamentals of imaging spectroscopy, and an invaluable reference for scientists and engineers working in the field.

Ecologists, land managers and policymakers continue to search for the most effective ways to manage biological invasions. An emerging lesson is that proactive management can limit negative impacts, reduce risks and save money. This book explores how to detect and respond to alien plant incursions, summarising the most current literature, providing practical recommendations and reviewing the conditions and processes necessary to achieve prevention, eradication and containment. Chapter topics include assessing invasiveness and the impact of alien plants, how to improve surveillance efforts, how to make timely management decisions, and how legislation and strategic planning can support management. Each chapter includes text boxes written by international experts that discuss topical issues such as spatial predictive modelling, costing invasions, biosecurity, biofuels, and dealing with conflict species.

Ecologists, land managers and policymakers continue to search for the most effective ways to manage biological invasions. An emerging lesson is that proactive management can limit negative impacts, reduce risks and save money. This book explores how to detect and respond to alien plant incursions, summarising the most current literature, providing practical recommendations and reviewing the conditions and processes necessary to achieve prevention, eradication and containment. Chapter topics include assessing invasiveness and the impact of alien plants, how to improve surveillance efforts, how to make timely management decisions, and how legislation and strategic planning can support management. Each chapter includes text boxes written by international experts that discuss topical issues such as spatial predictive modelling, costing invasions, biosecurity, biofuels, and dealing with conflict species.

Outlining different perspectives, this classic and field-defining text introduces 'dramaturgy' as a critical concept and a practical process in an accessible and engaging style. The revised edition in

Outlining different perspectives, this classic and field-defining text introduces 'dramaturgy' as a critical concept and a practical process in an accessible and engaging style. The revised edition in

This extensively classroom-tested text takes an innovative approach to explaining software testing that defines it as the process of applying a few precise, general-purpose criteria to a structure or model of the software. The book incorporates cutting-edge developments, including techniques to test modern types of software such as OO, web applications, and embedded software. This revised second edition significantly expands coverage of the basics, thoroughly discussing test automaton frameworks, and it adds new, improved examples and numerous exercises. The theory of coverage criteria is carefully and cleanly explained to help students understand concepts before delving into practical applications, while extensive use of the JUnit test framework gives students practical experience in a test framework popular in the industry. Exercises, meanwhile, feature specifically tailored tools that allow students to check their own work. The book's website also offers an instructor's manual, Powe