Now in its second edition, this textbook provides an introduction to Python and its use for statistical data analysis. It covers common statistical tests for continuous, discrete and categorical data, as well as linear regression analysis and topics from survival analysis and Bayesian statistics. For this new edition, the introductory chapters on Python, data input and visualization have been reworked and updated. The chapter on experimental design has been expanded, and programs for the determination of confidence intervals commonly used in quality control have been introduced. The book also features a new chapter on finding patterns in data, including time series. A new appendix describes useful programming tools, such as testing tools, code repositories, and GUIs. The provided working code for Python solutions, together with easy-to-follow examples, will reinforce the reader’s immediate understanding of the topic. Accompanying data sets and Python programs are also available online. With recent advances in the Python ecosystem, Python has become a popular language for scientific computing, offering a powerful environment for statistical data analysis. With examples drawn mainly from the life and medical sciences, this book is intended primarily for masters and PhD students. As it provides the required statistics background, the book can also be used by anyone who wants to perform a statistical data analysis.
Analysis of Categorical Data with R, Second Edition presents a modern account of categorical data analysis using the R software environment. It covers recent techniques of model building and assessment for binary, multicategory, and count response variables and discusses fundamentals, such as odds ratio and probability estimation. The authors give detailed advice and guidelines on which procedures to use and why to use them. The second edition is a substantial update of the first based on the authors’ experiences of teaching from the book for nearly a decade. The book is organized as before, but with new content throughout, and there are two new substantive topics in the advanced topics chapter—group testing and splines. The computing has been completely updated, with the "emmeans" package now integrated into the book. The examples have also been updated, notably to include new examples based on COVID-19, and there are more than 90 new exercises in the book. The solutions manual and teaching videos have also been updated. Features: Requires no prior experience with R, and offers an introduction to the essential features and functions of R Includes numerous examples from medicine, psychology, sports, ecology, and many other areas Integrates extensive R code and output Graphically demonstrates many of the features and properties of various analysis methods Offers a substantial number of exercises in all chapters, enabling use as a course text or for self-study Supplemented by a website with data sets, code, and teaching videos Analysis of Categorical Data with R, Second Edition is primarily designed for a course on categorical data analysis taught at the advanced undergraduate or graduate level. Such a course could be taught in a statistics or biostatistics department, or within mathematics, psychology, social science, ecology, or another quantitative discipline. It could also be used by a self-learner and would make an ideal reference for a researcher from any discipline where categorical data arise.
Now in full color, the sixth edition of this leading text features new chapters on remote sensing platforms (including the latest satellite and unmanned aerial systems), agriculture (including agricultural analysis via satellite imagery), and forestry (including fuel type mapping and fire monitoring). The book has introduced tens of thousands of students to the fundamentals of collecting, analyzing, and interpreting remotely sensed images. It presents cutting-edge tools and practical applications to land and water use analysis, natural resource management, climate change adaptation, and more. Each concise chapter is designed as an independent unit that instructors can use in any sequence. Pedagogical features include over 400 figures, chapter-opening lists of topics, case studies, end-of-chapter review questions, and links to recommended online videos and tutorials. New to This Edition *Discussions of Landsat 8 and Sentinel-2; the growth of unmanned aerial systems; mobile data collection; current directions in climate change detection, fire monitoring, and disaster response; and other timely topics. *Additional cases, such as river erosion; the impact of Hurricane Sandy on Mantoloking, New Jersey; and Miami Beach as an exemplar of challenges in coastal communities. *Revised throughout with 60% new material, including hundreds of new full-color figures. *New chapters on remote sensing platforms, agriculture, and forestry.
Ideal for experienced students and researchers in the social sciences who wish to refresh or extend their understanding of statistics, and to apply advanced statistical procedures using SPSS or R. Key theory is reviewed and illustrated with examples of how to apply these concepts using real data.
The book features recommendations for further study, think breaks and exercises. Full answer keys to the exercises are provided on the book's companion website which is part of a newsgroup where readers can download all data and code, post questions, and receive feedback from other readers and the author. --Book Jacket.
The sixth edition of this classic text brings sensory evaluation to life for new students and experienced professionals alike. A full array of sensory methods is covered – including descriptive techniques, discrimination testing, and consumer research, plus guidance on test design, statistical analysis, and how to translate results into insights for actionable decisions. Like its predecessors, Sensory Evaluation Techniques, Sixth Edition gives a clear and concise presentation of practical solutions, accepted methods, and standard practices, in addition to advanced techniques. What’s new in the sixth edition: An expanded chapter on Sensory Physiology, including recent research on individual differences in perception A thorough discussion of Thurstonian theory and its application to discrimination methods, including the Tetrad Test New sections on technology in sensory evaluation, including a discussion of software options for data collection Improved & updated case studies to aid learning comprehension Updated appendices for Spectrum Method attributes, references, and scales Updated references Online supplemental content Sensory Evaluation Techniques remains a practical, relevant, and flexible resource, providing how-to information for a wide variety of users in industry, government, and academia who need the most current information to conduct effective sensory research. It also supplies students with the necessary theoretical background in sensory evaluation methods, applications, and interpretations.
A respected introduction to biostatistics, thoroughly updated and revised The first edition of Biostatistics: A Methodology for the Health Sciences has served professionals and students alike as a leading resource for learning how to apply statistical methods to the biomedical sciences. This substantially revised Second Edition brings the book into the twenty-first century for today’s aspiring and practicing medical scientist. This versatile reference provides a wide-ranging look at basic and advanced biostatistical concepts and methods in a format calibrated to individual interests and levels of proficiency. Written with an eye toward the use of computer applications, the book examines the design of medical studies, descriptive statistics, and introductory ideas of probability theory and statistical inference; explores more advanced statistical methods; and illustrates important current uses of biostatistics. New to this edition are discussions of Longitudinal data analysis Randomized clinical trials Bayesian statistics GEE The bootstrap method Enhanced by a companion Web site providing data sets, selected problems and solutions, and examples from such current topics as HIV/AIDS, this is a thoroughly current, comprehensive introduction to the field.
Light on a people's forward path comes from behind - from the past. Because Cumberland Presbyterians are eager for illumination for their ongoing mission this set of books have been written. In ÒA People Called Cumberland PresbyteriansÓ three writers have endeavored to directly and effectively present the convictions, dedication and purpose that formed this Presbyterian denomination on the American frontier and have impelled it through more than 160 years to the present. The books illuminate some of the most distinctive traits of the church. Many persons and events come to life in it. Not only the better known heroes and heroines of the movement are presented, but also many of the lesser known who play colorful and significant roles, and details typical of the ongoing life of the church are here, along with accounts of the stirring hours of its history.
1. Introduction to sensory evaluation -- 2. The organization and operation of a sensory evaluation program -- 3. Measurement -- 4. Test strategy and the design of experiments -- 5. Discrimination testing -- 6. Descriptive analysis -- 7. Affective testing -- 8. Strategic applications -- 9. Epilogue.
This book tells the full story of the US Naval air campaign during the Vietnam War between 1965 to 1975, where the US Seventh Fleet, stationed off the Vietnamese coast, was given the tongue-in-cheek nickname 'The Tonkin Gulf Yacht Club'. On August 2, 1964, USS Maddox became embroiled in the infamous 'Gulf of Tonkin incident' that lead directly to America's increased involvement in the Vietnam War. Supporting the Maddox that day were four F-8E Crusaders from the USS Ticonderoga, signalling the start of the US Navy's commitment to the air war over Vietnam. The Tonkin Gulf Yacht Club was the nickname for the US Navy's Seventh Fleet, Task Force 77, stationed off the coast of Vietnam which, at various points throughout the war, comprised as many as six carriers with 70–100 aircraft on board. The Seventh Fleet played an essential role in supporting operations over Vietnam, providing vital air support to combat troops on the ground and taking part in major operations such as Rolling Thunder and Linebacker I and II. Serving with the US Seventh Fleet during this period and involved in the dramatic history of The Tonkin Gulf Yacht Club was author Tom Cleaver, who was a 20-year-old member of Commander Patrol Forces Seventh Fleet which had operational control over Maddox and Turner Joy. His use of dramatic first-hand experiences from interviews with both American and Vietnamese pilots plus official Vietnamese accounts of the war provides a balanced and personal picture of the conflict from both sides. Detailing the very earliest incident in the Gulf of Tonkin through to the final evacuation of US nationals in 1975, he brings the story of US air intervention into Vietnam vividly to life.
A comprehensive approach to sample size determination and power with applications for a variety of fields Sample Size Determination and Power features a modern introduction to the applicability of sample size determination and provides a variety of discussions on broad topics including epidemiology, microarrays, survival analysis and reliability, design of experiments, regression, and confidence intervals. The book distinctively merges applications from numerous fields such as statistics, biostatistics, the health sciences, and engineering in order to provide a complete introduction to the general statistical use of sample size determination. Advanced topics including multivariate analysis, clinical trials, and quality improvement are addressed, and in addition, the book provides considerable guidance on available software for sample size determination. Written by a well-known author who has extensively class-tested the material, Sample Size Determination and Power: Highlights the applicability of sample size determination and provides extensive literature coverage Presents a modern, general approach to relevant software to guide sample size determination including CATD (computer-aided trial design) Addresses the use of sample size determination in grant proposals and provides up-to-date references for grant investigators An appealing reference book for scientific researchers in a variety of fields, such as statistics, biostatistics, the health sciences, mathematics, ecology, and geology, who use sampling and estimation methods in their work, Sample Size Determination and Power is also an ideal supplementary text for upper-level undergraduate and graduate-level courses in statistical sampling.
Like the previous versions, the fifth edition of An Introduction to Research in the Health Sciences has two overall aims. 1) To introduce the fundamental principles of research methodology and explain how these principles are applied for conducting research in the health sciences. 2) To demonstrate how evidence produced through research is applied to solving problems in everday health care. This book is written in an accessible style. It maintains the traditions of the previous editions, with examples, questions, feedback sections, and an extensive glossary. Uses simple language and demystifies the jargon Provides built-in feedback for readers to assess their own progress Gives examples relating directly to the health sciences Provides an extensive glossary for better understanding of the language of research Addresses qualitative as well as quantitative research issues Includes a chapter focussing on the use of qualitative methods in health research Includes a chapter for discussing systematic reviews and meta-analyses Contains more revision questions Increased emphasis throughout on evidence based concepts More and updated discussion of qualitative research methods New section on basic epidemiological concepts as a research approach More discussion of analysis and use of administrative and secondary data sets as research resources Complete rewrite of the chapter on causal research Stronger links between the sections on different stages of research
This book showcases the theories, methods, and accomplishments of archaeologists who investigate the human mind through material forms. It encompasses the wide spectrum of cognitive archeology, showcasing contributions from scholars globally. It delivers analysis of material culture, from stone tools to ceramic and rock art of the past millennium.
This - one of a kind - book offers a comprehensive, almost encyclopedic presentation of statistical methods and analytic approaches used in science, industry, business, and data mining, written from the perspective of the real-life practitioner ("consumer") of these methods.
This well-organized and clearly written text has a unique focus on methods of identifying the joint effects of genes and environment on disease patterns. It follows the natural sequence of research, taking readers through the study designs and statistical analysis techniques for determining whether a trait runs in families, testing hypotheses about whether a familial tendency is due to genetic or environmental factors or both, estimating the parameters of a genetic model, localizing and ultimately isolating the responsible genes, and finally characterizing their effects in the population. Examples from the literature on the genetic epidemiology of breast and colorectal cancer, among other diseases, illustrate this process. Although the book is oriented primarily towards graduate students in epidemiology, biostatistics and human genetics, it will also serve as a comprehensive reference work for researchers. Introductory chapters on molecular biology, Mendelian genetics, epidemiology, statistics, and population genetics will help make the book accessible to those coming from one of these fields without a background in the others. It strikes a good balance between epidemiologic study designs and statistical methods of data analysis.
Recipient of a 2021 Most Promising New Textbook Award from the Textbook & Academic Authors Association (TAA) Evaluation in Today’s World: Respecting Diversity, Improving Quality, and Promoting Usability is a timely and comprehensive textbook that guides students, practitioners, and users of evaluations in understanding evaluation purposes, theories, methodologies, and challenges within today’s sociocultural and political context. Veronica G. Thomas and Patricia B. Campbell include discussions of evaluation history, frameworks, models, types, planning, and methods, through a social justice, diversity, and inclusive lens. The authors focus on ethics in diverse cultural contexts, help readers understand how social problems and programs get politicized and, sometimes, framed through a racialized lens, show how to engage stakeholders in the evaluation process, and communicate results in culturally appropriate ways. Included with this title: The password-protected Instructor Resource Site (formally known as SAGE Edge) offers access to all text-specific resources, including a test bank and editable, chapter-specific PowerPoint® slides.
Ideal for both neurosurgical residents and recertifying neurosurgeons, Neurosurgery Self-Assessment: Questions and Answers offers the most comprehensive, up to date coverage available. Over 1,000 clinically relevant multiple-choice questions across 46 topic areas test the candidate's knowledge of basic neuroscience and neurosurgical subspecialties to an unparalleled degree and provide detailed answer explanations to facilitate learning and assessment. - Over 700 histology, pathology, radiology, clinical and anatomical images serve as an index of routinely tested-on images in neurosurgical examinations with high-yield summaries of each pathology to reinforce and simplify key concepts. - Includes only multiple choice questions in both single-best-answer and extended matching item (10-20 options) format increasingly adopted by neurosurgery certification boards worldwide. - Questions are organized by topic and classified by degree of difficulty through a highly visual "traffic light system" which codes each question in green, amber, or red. - Includes coverage of the landmark studies in areas such as vascular, stroke, spine and neurooncology. - Practical tips facilitate study with test-taking strategies and things to consider before sitting for an exam. - Utilizes Imperial and SI units throughout.
A systematic treatment of the statistical challenges that arise in environmental health studies and the use epidemiologic data in formulating public policy, at a level suitable for graduate students and epidemiologic researchers.
This original textbook provides a comprehensive and integrated approach to using quantitative methods in the social sciences. Thomas R Black guides the student and researcher through the minefield of potential problems that may be confronted, and it is this emphasis on the practical that distinguishes his book from others which focus exclusively on either research design and measurement or statistical methods. Focusing on the design and execution of research, key topics such as planning, sampling, the design of measuring instruments, choice of statistical text and interpretation of results are examined within the context of the research process. In a lively and accessible style, the student is introduced to researc design issues alongside statistical procedures and encouraged to develop analytical and decision-making skills.
Uniquely using historical material and military records as well as personal interviews and clinical diagnoses, Surviving Vietnam focuses on veterans' war-zone experiences and the development in some of PTSD. It addresses controversies regarding reported rates of PTSD and the importance of exposure to traumatic events compared with pre-war personal vulnerability.
An Introduction to Epidemiology, Fourth Edition is intended for introductory courses in health-related programs at both the advanced undergraduate and graduate levels. It is also a valuable reference for epidemiologists working in the field, industrial hygienists, infectious disease nurses, and staff epidemiologists.
Covers equipment names, diagnostic and therapeutic procedures, operations, new techniques and maneuvers, incisions, methods and approaches, syndromes and diseases, and anatomy terms that are based upon people's names.
A current, comprehensive issue on metabolic diseases for the food animal practitioner. Topics include obesity and insulin resistance in dairy cows, ketosis therapy, use of serum NEFA and BHBA concentrations in herd-level assessment, mineral nutrition in transition diets, protein, fat, and energy in dairy transition diets, prophylactic calcium therapy in peripartum dairy cows, metabolic regulators of feed intake, assessing and managing body condition score for the prevention of metabolic disease, and more!
The Second Edition of An Applied Guide to Research Designs offers researchers in the social and behavioral sciences guidance for selecting the most appropriate research design to apply in their study. Using consistent terminology, authors W. Alex Edmonds and Thomas D. Kennedy visually present a range of research designs used in quantitative, qualitative, and mixed methods to help readers conceptualize, construct, test, and problem solve in their investigation. The Second Edition features revamped and expanded coverage of research designs, new real-world examples and references, a new chapter on action research, and updated ancillaries.
This volume presents a comprehensive and comprehensible set of guidelines for reporting the statistical analyses and research designs and activities commonly used in biomedical research.
Growing out of the most radical fringes of the abolitionist movement, the Society for Universal Inquiry and Reform set out to inaugurate a new social order based on the principles of nonresistance. The Society founded eight utopian communities which, though short-lived, were the setting for the most radical questioning of antebellum American society. The members of the Society renounced all forms of coercive relationships. They attempted to live without government or private property and to model new visions of work, education, religion, economics, women's rights and roles, and community. This book tells the story of their impassioned attempt to transform the world and begin the "Government of God.
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