Author:
Publisher: International Potato Center
Total Pages: 153
Release:
Genre:
ISBN: 929060381X

R for Data Science

R for Data Science
Author: Hadley Wickham
Publisher: "O'Reilly Media, Inc."
Total Pages: 521
Release: 2016-12-12
Genre: Computers
ISBN: 1491910364

Learn how to use R to turn raw data into insight, knowledge, and understanding. This book introduces you to R, RStudio, and the tidyverse, a collection of R packages designed to work together to make data science fast, fluent, and fun. Suitable for readers with no previous programming experience, R for Data Science is designed to get you doing data science as quickly as possible. Authors Hadley Wickham and Garrett Grolemund guide you through the steps of importing, wrangling, exploring, and modeling your data and communicating the results. You'll get a complete, big-picture understanding of the data science cycle, along with basic tools you need to manage the details. Each section of the book is paired with exercises to help you practice what you've learned along the way. You'll learn how to: Wrangle—transform your datasets into a form convenient for analysis Program—learn powerful R tools for solving data problems with greater clarity and ease Explore—examine your data, generate hypotheses, and quickly test them Model—provide a low-dimensional summary that captures true "signals" in your dataset Communicate—learn R Markdown for integrating prose, code, and results

Introducción a la sociolingüística hispánica

Introducción a la sociolingüística hispánica
Author: Manuel Diaz-Campos
Publisher: John Wiley & Sons
Total Pages: 338
Release: 2014-01-28
Genre: Language Arts & Disciplines
ISBN: 0470657987

Introducción a la Sociolingüística Hispánica es un libro de texto imprescindible para los estudiantes de pregrado que cursan sociolingüística hispánica. Cada capítulo está redactado en un lenguaje sencillo y accesible. Sobre la base de un enfoque pedagógico, cada capítulo incluye una introducción, una lista de los temas a ser discutidos, el desarrollo de tales temas, un resumen, una lista de términos claves, un glosario de la terminología clave, una sección de ejercicios y preguntas de comprensión al final de cada sección temática de cada capítulo. Provee una introducción actualizada sobre los temas más relevantes de la versátil sociolingüística española contemporánea tales como la variación fonológica, el bilingüismo, la lengua y las leyes, las actitudes lingüísticas, entre otros Incluye una variedad de actividades para apoyar y extender el aprendizaje de los estudiantes Ofrece un enfoque pedagógico único que incluye ejercicios de análisis de datos. Estas actividades estimulan la investigación por parte de los estudiantes a través del uso de las bases de datos, la música popular y otros recursos audiovisuales El libro incluye ejemplos de las variedades de español habladas en el mundo hispanohablante con secciones especiales dedicadas a las variedades habladas en los EEUU Introducción a la Sociolingüística Hispánica is a much-needed undergraduate introduction to the study of sociolinguistics in the Spanish-speaking world. Written in accessible Spanish, each chapter includes an overview, a review of topics, a section of key terms, exercises and questions. Provides up-to-date coverage of the main topics of sociolinguistics – such as phonological variation, bilingualism, and language attitudes – in relation to the Hispanic world Incorporates a variety of activities to support and extend student’s learning Offers a unique pedagogical approach, in which data analysis exercises encourage students to conduct research by using electronic databases, popular music, and audiovisual material Features examples that apply to Spanish varieties spoken around the world, with special sections dedicated to the Spanish varieties of the US

Introducción a la Sintaxis del Español

Introducción a la Sintaxis del Español
Author: José Camacho
Publisher: Cambridge University Press
Total Pages: 465
Release: 2018-02-08
Genre: Foreign Language Study
ISBN: 1108135463

Written in Spanish by an experienced instructor, this textbook introduces students with no prior background in linguistics to the syntax of Spanish, exploring the building blocks of complex linguistic expressions. Variations across Spanish are highlighted and varieties spoken by bilinguals are included. New concepts are clearly presented through a gradual progression from simpler to more complex concepts, with definitions of key terms highlighted in boxes. Recent theoretical developments are presented in a theory-neutral framework, offering students a balanced perspective. Chapter learning objectives, numerous detailed examples, and summaries, enable students to build a solid knowledge and understanding of syntactic ideas from scratch. Both advanced and introductory exercises are included in every chapter, allowing students at all levels to put concepts into practice. Further reading suggestions, and expansion boxes highlight more complex developments, providing students with a platform for further exploration. This is an essential resource for introductory courses on Spanish syntax and linguistics.

Demography: Analysis and Synthesis, Four Volume Set

Demography: Analysis and Synthesis, Four Volume Set
Author: Graziella Caselli
Publisher: Academic Press
Total Pages: 2857
Release: 2006-01-03
Genre: Reference
ISBN: 012765660X

This four-volume collection of over 140 original chapters covers virtually everything of interest to demographers, sociologists, and others. Over 100 authors present population subjects in ways that provoke thinking and lead to the creation of new perspectives, not just facts and equations to be memorized. The articles follow a theory-methods-applications approach and so offer a kind of "one-stop shop" that is well suited for students and professors who need non-technical summaries, such as political scientists, public affairs specialists, and others. Unlike shorter handbooks, Demography: Analysis and Synthesis offers a long overdue, thorough treatment of the field. Choosing the analytical method that fits the data and the situation requires insights that the authors and editors of Demography: Analysis and Synthesis have explored and developed. This extended examination of demographic tools not only seeks to explain the analytical tools themselves, but also the relationships between general population dynamics and their natural, economic, social, political, and cultural environments. Limiting themselves to human populations only, the authors and editors cover subjects that range from the core building blocks of population change--fertility, mortality, and migration--to the consequences of demographic changes in the biological and health fields, population theories and doctrines, observation systems, and the teaching of demography. The international perspectives brought to these subjects is vital for those who want an unbiased, rounded overview of these complex, multifaceted subjects. Topics to be covered: * Population Dynamics and the Relationship Between Population Growth and Structure * The Determinants of Fertility * The Determinants of Mortality * The Determinants of Migration * Historical and Geographical Determinants of Population * The Effects of Population on Health, Economics, Culture, and the Environment * Population Policies * Data Collection Methods and Teaching about Population Studies * All chapters share a common format * Each chapter features several cross-references to other chapters * Tables, charts, and other non-text features are widespread * Each chapter contains at least 30 bibliographic citations

Introduction to Statistics and Data Analysis

Introduction to Statistics and Data Analysis
Author: Christian Heumann
Publisher: Springer
Total Pages: 0
Release: 2023-01-26
Genre: Mathematics
ISBN: 9783031118326

Now in its second edition, this introductory statistics textbook conveys the essential concepts and tools needed to develop and nurture statistical thinking. It presents descriptive, inductive and explorative statistical methods and guides the reader through the process of quantitative data analysis. This revised and extended edition features new chapters on logistic regression, simple random sampling, including bootstrapping, and causal inference. The text is primarily intended for undergraduate students in disciplines such as business administration, the social sciences, medicine, politics, and macroeconomics. It features a wealth of examples, exercises and solutions with computer code in the statistical programming language R, as well as supplementary material that will enable the reader to quickly adapt the methods to their own applications.

An Introduction to Categorical Data Analysis

An Introduction to Categorical Data Analysis
Author: Alan Agresti
Publisher: John Wiley & Sons
Total Pages: 393
Release: 2018-10-11
Genre: Mathematics
ISBN: 1119405270

A valuable new edition of a standard reference The use of statistical methods for categorical data has increased dramatically, particularly for applications in the biomedical and social sciences. An Introduction to Categorical Data Analysis, Third Edition summarizes these methods and shows readers how to use them using software. Readers will find a unified generalized linear models approach that connects logistic regression and loglinear models for discrete data with normal regression for continuous data. Adding to the value in the new edition is: • Illustrations of the use of R software to perform all the analyses in the book • A new chapter on alternative methods for categorical data, including smoothing and regularization methods (such as the lasso), classification methods such as linear discriminant analysis and classification trees, and cluster analysis • New sections in many chapters introducing the Bayesian approach for the methods of that chapter • More than 70 analyses of data sets to illustrate application of the methods, and about 200 exercises, many containing other data sets • An appendix showing how to use SAS, Stata, and SPSS, and an appendix with short solutions to most odd-numbered exercises Written in an applied, nontechnical style, this book illustrates the methods using a wide variety of real data, including medical clinical trials, environmental questions, drug use by teenagers, horseshoe crab mating, basketball shooting, correlates of happiness, and much more. An Introduction to Categorical Data Analysis, Third Edition is an invaluable tool for statisticians and biostatisticians as well as methodologists in the social and behavioral sciences, medicine and public health, marketing, education, and the biological and agricultural sciences.

An Introduction to Statistical Learning

An Introduction to Statistical Learning
Author: Gareth James
Publisher: Springer Nature
Total Pages: 617
Release: 2023-08-01
Genre: Mathematics
ISBN: 3031387473

An Introduction to Statistical Learning provides an accessible overview of the field of statistical learning, an essential toolset for making sense of the vast and complex data sets that have emerged in fields ranging from biology to finance, marketing, and astrophysics in the past twenty years. This book presents some of the most important modeling and prediction techniques, along with relevant applications. Topics include linear regression, classification, resampling methods, shrinkage approaches, tree-based methods, support vector machines, clustering, deep learning, survival analysis, multiple testing, and more. Color graphics and real-world examples are used to illustrate the methods presented. This book is targeted at statisticians and non-statisticians alike, who wish to use cutting-edge statistical learning techniques to analyze their data. Four of the authors co-wrote An Introduction to Statistical Learning, With Applications in R (ISLR), which has become a mainstay of undergraduate and graduate classrooms worldwide, as well as an important reference book for data scientists. One of the keys to its success was that each chapter contains a tutorial on implementing the analyses and methods presented in the R scientific computing environment. However, in recent years Python has become a popular language for data science, and there has been increasing demand for a Python-based alternative to ISLR. Hence, this book (ISLP) covers the same materials as ISLR but with labs implemented in Python. These labs will be useful both for Python novices, as well as experienced users.

Introducción a la lingüística hispánica actual

Introducción a la lingüística hispánica actual
Author: Javier Muñoz-Basols
Publisher: Routledge
Total Pages: 665
Release: 2016-12-19
Genre: Foreign Language Study
ISBN: 1136219676

Introducción a la lingüística hispánica actual is the ideal introduction to Spanish linguistics for all undergraduate and postgraduate students of Spanish. No prior knowledge of linguistics is assumed as the book takes you step-by-step through all the main subfields of linguistics, both theoretical and applied. Phonology. morphology, syntax, semantics, pragmatics, second language acquisition, history of the Spanish language, dialectology and sociolinguistics are concisely and accurately outlined providing a comprehensive foundation in the field. A comprehensive companion website provides a wealth of additional resources including further exercises to reinforce the material covered in the book, extra examples to clarify the most difficult concepts, extensive audio clips which reproduce the sounds of phonemes and allophones and sonograms. Written in a clear and accessible manner with extensive auxiliary materials, Introducción a la lingüística hispánica actual has been specially designed for students of Spanish with little or no linguistic background who need to understand the key concepts and constructs of Spanish linguistics.