Introduction to Python Programming And Data Structure By Liang

Everything we do involves language. Assuming no prior knowledge, this book offers students a contemporary introduction to the study of language. Each thought-provoking chapter is accessible to readers from a variety of fields, and is helpfully organized across six parts: sound; structure and meaning; language typologies and change; language and social aspects; language acquisition; and language, cognition, and the brain. The book's companion website also offers three brief chapters on language and computers; animal communication; and dialectal varieties of English. The chapters feature illustrative tables, figures and maps, along with three types of pedagogical boxes (Linguistic Tidbits; Pause and Reflect; and Eyes on World Languages) that break up text, contextualize information, and provide colourful accents that give real data from languages across the globe. Key words are bolded and defined in a glossary at the end of the book, while end-of-chapter summaries and practice exercises

Downscaling is a widely used technique for translating information from large-scale climate models to the spatial and temporal scales needed to assess local and regional climate impacts, vulnerability, risk and resilience. This book is a comprehensive guide to the downscaling techniques used for climate data. A general introduction of the science of climate modeling is followed by a discussion of techniques, models and methodologies used for producing downscaled projections, and the advantages, disadvantages and uncertainties of each. The book provides detailed information on dynamic and statistical downscaling techniques in non-technical language, as well as recommendations for selecting suitable downscaled datasets for different applications. The use of downscaled climate data in national and international assessments is also discussed using global examples. This is a practical guide for graduate students and researchers working on climate impacts and adaptation, as well as for polic

Experimental political science has changed. In two short decades, it evolved from an emergent method to an accepted method to a primary method. The challenge now is to ensure that experimentalists design sound studies and implement them in ways that illuminate cause and effect. Ethical boundaries must also be respected, results interpreted in a transparent manner, and data and research materials must be shared to ensure others can build on what has been learned. This book explores the application of new designs; the introduction of novel data sources, measurement approaches, and statistical methods; the use of experiments in more substantive domains; and discipline-wide discussions about the robustness, generalizability, and ethics of experiments in political science. By exploring these novel opportunities while also highlighting the concomitant challenges, this volume enables scholars and practitioners to conduct high-quality experiments that will make key contributions to knowledge.

Experimental political science has changed. In two short decades, it evolved from an emergent method to an accepted method to a primary method. The challenge now is to ensure that experimentalists design sound studies and implement them in ways that illuminate cause and effect. Ethical boundaries must also be respected, results interpreted in a transparent manner, and data and research materials must be shared to ensure others can build on what has been learned. This book explores the application of new designs; the introduction of novel data sources, measurement approaches, and statistical methods; the use of experiments in more substantive domains; and discipline-wide discussions about the robustness, generalizability, and ethics of experiments in political science. By exploring these novel opportunities while also highlighting the concomitant challenges, this volume enables scholars and practitioners to conduct high-quality experiments that will make key contributions to knowledge.

Journal publication and grant writing are two core professional skills for new scholars today. However, systematic training is not typically offered in graduate programs worldwide. This book equips readers with the current scientific knowledge by providing a concise introduction to the science of journal article publication. The overall structure generally matches the curriculum of a graduate course and each chapter features a learning sequence based on Daniel Kahneman's intuitive judgement theory. The volume analyzes the intuitive thoughts of new authors from a variety of countries, uses over fifty real-life cases, and focuses on core concepts from nearly 100 research articles. It provides scientific advice for new authors, junior researchers, and graduate students to publish their scholarly work and advance their academic careers.

Journal publication and grant writing are two core professional skills for new scholars today. However, systematic training is not typically offered in graduate programs worldwide. This book equips readers with the current scientific knowledge by providing a concise introduction to the science of journal article publication. The overall structure generally matches the curriculum of a graduate course and each chapter features a learning sequence based on Daniel Kahneman's intuitive judgement theory. The volume analyzes the intuitive thoughts of new authors from a variety of countries, uses over fifty real-life cases, and focuses on core concepts from nearly 100 research articles. It provides scientific advice for new authors, junior researchers, and graduate students to publish their scholarly work and advance their academic careers.

Dive Into Algorithms is a broad introduction to algorithms using the Python Programming Language.Dive Into Algorithms is a wide-ranging, Pythonic tour of many of the world's most interesting algorithm

The Companion is an essential, interdisciplinary tool for those both familiar and unfamiliar with Wagner's Ring. It opens with a concise introduction to both the composer and the Ring, introducing Wagner as a cultural figure, and giving a comprehensive overview of the work. Subsequent chapters, written by leading Wagner experts, focus on musical topics such as 'leitmotif', and structure, and provide a comprehensive set of character portraits, including leading players like Wotan, Brünnhilde, and Siegfried. Further chapters look to the mythological background of the work and the idea of the Bayreuth Festival, as well as critical reception of the Ring, its relationship to Nazism, and its impact on literature and popular culture, in turn offering new approaches to interpretation including gender, race and environmentalism. The volume ends with a history of notable stage productions from the world premiere in 1876 to the most recent stagings in Bayreuth and elsewhere.

The Companion is an essential, interdisciplinary tool for those both familiar and unfamiliar with Wagner's Ring. It opens with a concise introduction to both the composer and the Ring, introducing Wagner as a cultural figure, and giving a comprehensive overview of the work. Subsequent chapters, written by leading Wagner experts, focus on musical topics such as 'leitmotif', and structure, and provide a comprehensive set of character portraits, including leading players like Wotan, Brünnhilde, and Siegfried. Further chapters look to the mythological background of the work and the idea of the Bayreuth Festival, as well as critical reception of the Ring, its relationship to Nazism, and its impact on literature and popular culture, in turn offering new approaches to interpretation including gender, race and environmentalism. The volume ends with a history of notable stage productions from the world premiere in 1876 to the most recent stagings in Bayreuth and elsewhere.

In the age of data-driven problem-solving, applying sophisticated computational tools for explaining substantive phenomena is a valuable skill. Yet, application of methods assumes an understanding of the data, structure, and patterns that influence the broader research program. This Element offers researchers and teachers an introduction to clustering, which is a prominent class of unsupervised machine learning for exploring and understanding latent, non-random structure in data. A suite of widely used clustering techniques is covered in this Element, in addition to R code and real data to facilitate interaction with the concepts. Upon setting the stage for clustering, the following algorithms are detailed: agglomerative hierarchical clustering, k-means clustering, Gaussian mixture models, and at a higher-level, fuzzy C-means clustering, DBSCAN, and partitioning around medoids (k-medoids) clustering.

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

Biostatistics with R provides a straightforward introduction on how to analyse data from the wide field of biological research, including nature protection and global change monitoring. The book is centred around traditional statistical approaches, focusing on those prevailing in research publications. The authors cover t-tests, ANOVA and regression models, but also the advanced methods of generalised linear models and classification and regression trees. Chapters usually start with several useful case examples, describing the structure of typical datasets and proposing research-related questions. All chapters are supplemented by example datasets, step-by-step R code demonstrating analytical procedures and interpretation of results. The authors also provide examples of how to appropriately describe statistical procedures and results of analyses in research papers. This accessible textbook will serve a broad audience, from students, researchers or professionals looking to improve their

Biostatistics with R provides a straightforward introduction on how to analyse data from the wide field of biological research, including nature protection and global change monitoring. The book is centred around traditional statistical approaches, focusing on those prevailing in research publications. The authors cover t-tests, ANOVA and regression models, but also the advanced methods of generalised linear models and classification and regression trees. Chapters usually start with several useful case examples, describing the structure of typical datasets and proposing research-related questions. All chapters are supplemented by example datasets, step-by-step R code demonstrating analytical procedures and interpretation of results. The authors also provide examples of how to appropriately describe statistical procedures and results of analyses in research papers. This accessible textbook will serve a broad audience, from students, researchers or professionals looking to improve their

Livy's Ab urbe condita Book XXII narrates Hannibal's massive defeats of the Romans at Trasimene (217 BC) and Cannae (216 BC). It is Livy's best and most dramatic book, and the one most likely to appeal to students at every level. Livy drew on the Greek historian Polybius, but transformed his drier treatment into a rhetorical masterpiece, which by a series of insistent thematic contrasts brings out the tensions between the delaying tactics of Fabius and the costly rashness of Flaminius, Minucius and Varro. A substantial and accessibly written introduction by two experienced commentators covers historical, religious, literary and linguistic matters, including the place of Book XXII in the structure of Livy's long work. A new text by Briscoe is followed by a full commentary, covering literary and historical aspects and offering frequent help with translation. The volume is suitable for undergraduates, graduate students, teachers, and scholars.

Livy's Ab urbe condita Book XXII narrates Hannibal's massive defeats of the Romans at Trasimene (217 BC) and Cannae (216 BC). It is Livy's best and most dramatic book, and the one most likely to appeal to students at every level. Livy drew on the Greek historian Polybius, but transformed his drier treatment into a rhetorical masterpiece, which by a series of insistent thematic contrasts brings out the tensions between the delaying tactics of Fabius and the costly rashness of Flaminius, Minucius and Varro. A substantial and accessibly written introduction by two experienced commentators covers historical, religious, literary and linguistic matters, including the place of Book XXII in the structure of Livy's long work. A new text by Briscoe is followed by a full commentary, covering literary and historical aspects and offering frequent help with translation. The volume is suitable for undergraduates, graduate students, teachers, and scholars.

Tackling structural geology problems today requires a quantitative understanding of the underlying physical principles, and the ability to apply mathematical models to deformation processes within the Earth. Accessible yet rigorous, this unique textbook demonstrates how to approach structural geology quantitatively using calculus and mechanics, and prepares students to interface with professional geophysicists and engineers who appreciate and utilize the same tools and computational methods to solve multidisciplinary problems. Clearly explained methods are used throughout the book to quantify field data, set up mathematical models for the formation of structures, and compare model results to field observations. An extensive online package of coordinated laboratory exercises enables students to consolidate their learning and put it into practice by analyzing structural data and building insightful models. Designed for single-semester undergraduate courses, this pioneering text prepares

Artificial Intelligence (AI) in Healthcare is more than a comprehensive introduction to artificial intelligence as a tool in the generation and analysis of healthcare data. The book is split into two sections where the first section describes the current healthcare challenges and the rise of AI in this arena. The ten following chapters are written by specialists in each area, covering the whole healthcare ecosystem.First, the AI applications in drug design and drug development are presented followed by its applications in the field of cancer diagnostics, treatment and medical imaging. Subsequently, the application of AI in medical devices and surgery are covered as well as remote patient monitoring. Finally, the book dives into the topics of security, privacy, information sharing, health insurances and legal aspects of AI in healthcare.

Construction grammar (CxG) is a framework for syntactic analysis that takes constructions - pairings of form and meaning that range from the highly idiomatic to the very general - to be the building blocks of sentence meaning. Offering the first comprehensive introduction to CxG to focus on both English words and the constructions that combine them, this textbook shows students not only what the analyses of particular structures are, but also how and why those analyses are constructed, with each chapter taking the student step-by-step through the reasoning processes that yield the best description of a data set. It offers a wealth of illustrative examples and exercises, largely based on real language data, making it ideal for both self-study and classroom use. Written in an accessible and engaging way, this textbook will open up this increasingly popular linguistic framework to anyone interested in the grammatical patterns of English.

Galactic dynamics is fundamental to understanding the formation of galaxies, their internal evolution and their current structure. While galactic dynamics has traditionally focused on the evolution of the stellar components of galaxies, studies over the past two decades have shown that all aspects of galaxy evolution are strongly influenced by the interplay between the dynamics of stars, gas, and dark matter. IAU Symposium 353, is the first major symposium in more than a decade focused on the dynamics of galaxies and stellar systems, covering the recent explosion in the availability of kinematical data both for individual stars in the Milky Way and wide field line-of-sight kinematics for large samples of external galaxies. These proceedings describe recent developments that aim to transform our understanding of the dynamics, structure, formation and evolution of our own host galaxy, the Milky Way, as well as galaxies in the universe at large.

Construction grammar (CxG) is a framework for syntactic analysis that takes constructions - pairings of form and meaning that range from the highly idiomatic to the very general - to be the building blocks of sentence meaning. Offering the first comprehensive introduction to CxG to focus on both English words and the constructions that combine them, this textbook shows students not only what the analyses of particular structures are, but also how and why those analyses are constructed, with each chapter taking the student step-by-step through the reasoning processes that yield the best description of a data set. It offers a wealth of illustrative examples and exercises, largely based on real language data, making it ideal for both self-study and classroom use. Written in an accessible and engaging way, this textbook will open up this increasingly popular linguistic framework to anyone interested in the grammatical patterns of English.

Being an educator involves continual reflection on practice to improve student learning and engagement. Learning to Research and Researching to Learn is an essential introduction to developing research skills and conducting practitioner research in the field of education. Learning to Research and Researching to Learn covers all aspects of educational research, from how to conduct and engage with research, to how to collect, organise and analyse data. Using real-world examples and practitioner findings, the text encourages student and practitioner engagement through discussion questions and case studies relevant to educators in early childhood, primary and secondary contexts. Written by authors with extensive experience as both teachers and researchers, Learning to Research and Researching to Learn is an invaluable resource for educators in all stages of their professional careers.

This book brings together an extensive and varied collection of Sir Peter Maxwell Davies's written and spoken-word items for the first time. Spanning the composer's entire career, this compendium offers a balanced selection of Davies's articles and essays, speeches and lectures, interviews, radio broadcasts, programme notes, tributes and letters to newspapers. A number of items are published for the first time, including a new article from Davies himself (commissioned specially for this book), and several BBC radio broadcast interviews and talks from the 1960s. The structure of the book is chronological and divided into three parts, allowing readers to trace the development of Davies's thought and work over time, and to place each item in its biographical and historical context. The introduction and notes by Nicholas Jones place the writings in context, making this volume invaluable for those interested in the music and wider culture of post-war Britain.

Accompanied by a new translation of Aristotle's Nicomachean Ethics X, this volume presents a hybrid between a traditional commentary and a scholarly monograph. Aristotle's text is divided into one hundred lemmata which not only explore comprehensively the content and strength of each of these units of thought, but also emphasise their continuity, showing how the smaller units feed into the larger structure. The Commentary illuminates what Aristotle thinks in each lemma (and why), and also shows how he thinks. In order to bring Aristotle alive as a thinker, it often explores several possible ways of reading the text to enable the reader to make up their own mind about the best interpretation of a given passage. The relevant background in Plato's dialogues is discussed, and a substantial Introduction sets out the philosophical framework necessary for understanding Book X, the final and most arresting section of the Ethics.

Innovative and evidence-based, this introduction to the main concepts and issues in language teaching uses a 'key questions' structure, enabling the reader to understand how these questions have been addressed by researchers previously, and how the findings inform language teaching practices. Grounded in research, theory and empirical evidence, the textbook provides students, practitioners and teachers with a complete introductory course in language teaching. Written in a clear and user-friendly style, and avoiding use of jargon, the book draws upon real-life teaching experiences and scenarios to provide practical advice. A glossary of key terms, questions for discussion and further reading suggestions are included. The book is perfectly suited to language teaching modules on English language, TESOL and applied linguistics courses.

Concise and self-contained, this textbook gives a graduate-level introduction to the physical processes that shape planetary systems, covering all stages of planet formation. Writing for readers with undergraduate backgrounds in physics, astronomy, and planetary science, Armitage begins with a description of the structure and evolution of protoplanetary disks, moves on to the formation of planetesimals, rocky, and giant planets, and concludes by describing the gravitational and gas dynamical evolution of planetary systems. He provides a self-contained account of the modern theory of planet formation and, for more advanced readers, carefully selected references to the research literature, noting areas where research is ongoing. The second edition has been thoroughly revised to include observational results from NASA's Kepler mission, ALMA observations and the JUNO mission to Jupiter, new theoretical ideas including pebble accretion, and an up-to-date understanding in areas such as disk

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

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

Innovative and evidence-based, this introduction to the main concepts and issues in language teaching uses a 'key questions' structure, enabling the reader to understand how these questions have been addressed by researchers previously, and how the findings inform language teaching practices. Grounded in research, theory and empirical evidence, the textbook provides students, practitioners and teachers with a complete introductory course in language teaching. Written in a clear and user-friendly style, and avoiding use of jargon, the book draws upon real-life teaching experiences and scenarios to provide practical advice. A glossary of key terms, questions for discussion and further reading suggestions are included. The book is perfectly suited to language teaching modules on English language, TESOL and applied linguistics courses.

Get ready to code with this easy-to-use series full of projects and tips to get kids programming. Each book in the Ready, Steady Code! series has 4 step-by-step projects with an introduction section (