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An Introduction to Statistical Learning
  • Language: en
  • Pages: 617

An Introduction to Statistical Learning

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 pr...

Learning Statistics with R
  • Language: en
  • Pages: 617

Learning Statistics with R

  • Type: Book
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  • Published: 2013-01-13
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  • Publisher: Lulu.com

"Learning Statistics with R" covers the contents of an introductory statistics class, as typically taught to undergraduate psychology students, focusing on the use of the R statistical software and adopting a light, conversational style throughout. The book discusses how to get started in R, and gives an introduction to data manipulation and writing scripts. From a statistical perspective, the book discusses descriptive statistics and graphing first, followed by chapters on probability theory, sampling and estimation, and null hypothesis testing. After introducing the theory, the book covers the analysis of contingency tables, t-tests, ANOVAs and regression. Bayesian statistics are covered at the end of the book. For more information (and the opportunity to check the book out before you buy!) visit http://ua.edu.au/ccs/teaching/lsr or http://learningstatisticswithr.com

Biostatistics
  • Language: en
  • Pages: 720

Biostatistics

  • Type: Book
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  • Published: 2018-11-13
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  • Publisher: Wiley

The ability to analyze and interpret enormous amounts of data has become a prerequisite for success in allied healthcare and the health sciences. Now in its 11th edition, Biostatistics: A Foundation for Analysis in the Health Sciences continues to offer in-depth guidance toward biostatistical concepts, techniques, and practical applications in the modern healthcare setting. Comprehensive in scope yet detailed in coverage, this text helps students understand—and appropriately use—probability distributions, sampling distributions, estimation, hypothesis testing, variance analysis, regression, correlation analysis, and other statistical tools fundamental to the science and practice of medic...

Dark Data
  • Language: en
  • Pages: 344

Dark Data

"Data describe and represent the world. However, no matter how big they may be, data sets don't - indeed cannot - capture everything. Data are measurements - and, as such, they represent only what has been measured. They don't necessarily capture all the information that is relevant to the questions we may want to ask. If we do not take into account what may be missing/unknown in the data we have, we may find ourselves unwittingly asking questions that our data cannot actually address, come to mistaken conclusions, and make disastrous decisions. In this book, David Hand looks at the ubiquitous phenomenon of "missing data." He calls this "dark data" (making a comparison to "dark matter" - i.e...

Leucine-Rich Repeat Kinase 2 (LRRK2)
  • Language: en
  • Pages: 280

Leucine-Rich Repeat Kinase 2 (LRRK2)

  • Type: Book
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  • Published: 2017-03-28
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  • Publisher: Springer

This is the first book to assemble the leading researchers in the field of LRRK2 biology and neurology and provide a snapshot of the current state of knowledge, encompassing all major aspects of its function and dysfunction. The contributors are experts in cell biology and physiology, neurobiology, and medicinal chemistry, bringing a multidisciplinary perspective on the gene and its role in disease. The book covers the identification of LRRK2 as a major contributor to the pathogenesis of Parkinson's Disease. It also discusses the current state of the field after a decade of research, putative normal physiological roles of LRRK2, and the various pathways that have been identified in the search for the mechanism(s) of its induction of neurodegeneration.

Fundamentals of Statistics
  • Language: en
  • Pages: 302

Fundamentals of Statistics

  • Type: Book
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  • Published: 2013-12-01
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  • Publisher: Springer

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Pathophysiology of the Basal Ganglia and Movement Disorders: Gaining New Insights from Modeling and Experimentation to Influence the Clinic
  • Language: en
  • Pages: 222

Pathophysiology of the Basal Ganglia and Movement Disorders: Gaining New Insights from Modeling and Experimentation to Influence the Clinic

The basal ganglia constitute a group of subcortical structures, highly interconnected among themselves, as well as with the cerebral cortex, thalamus and other brain areas. These nuclei play a central role in the control of voluntary movement, and their specific pathology comprises the group of diseases known as movement disorders, including Parkinson's disease, Huntington's disease, dystonia and Gilles de la Tourette syndrome, among others. Additionally, the presence of a number of circuits within the basal ganglia related to non-motor functions has been acknowledged. Currently, the basal ganglia are thought to participate in cognitive, limbic and learning functions. Moreover, disorders rel...

Sedentary Behaviour Epidemiology
  • Language: en
  • Pages: 650

Sedentary Behaviour Epidemiology

  • Type: Book
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  • Published: 2017-12-21
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  • Publisher: Springer

This book addresses the origins, determinants and magnitude of the global problem of sedentary behaviour, along with concise yet in-depth solutions for tackling it. As a consequence of major technological advances in modern society, many people find themselves in environments characterized by prolonged sedentary behaviour. Although inadequate exercise has long been known to cause adverse health consequences, sedentary behaviour has recently emerged as a risk factor for the development of numerous chronic diseases and health conditions. Building on the contributions of leading experts in the field, this book presents current knowledge about sedentary behaviour, its medical and public health s...

Thrilling Thieves
  • Language: en
  • Pages: 192

Thrilling Thieves

Caution: don’t look for the good guys in here. What do Mother Theresa, Honest Abe, and Mahatma Gandhi have in common? They’re all too good for this book, that’s what. Sure, you’ll find some familiar faces like Queen Elizabeth I and Thomas Edison in here, but you’ll learn that behind their angelic smiles were cunning con artists who stole their way to gold and greatness. Follow the trail of twelve troublemakers to learn what really made the Mona Lisa the most iconic painting in the world, meet the most powerful pirate from history (it’s probably not who you’re expecting), and watch empires rise and fall with the theft of a simple tea plant. Turns out our world owes a lot to those who dabble on the dark side. If you’re not scared of crooks and criminals, take a peek at this new side of history . . .

Public Health Research Methods
  • Language: en
  • Pages: 833

Public Health Research Methods

  • Type: Book
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  • Published: 2015
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  • Publisher: SAGE

Providing a comprehensive foundation for planning, executing, and monitoring public health research of all types, this book goes beyond traditional epidemiologic research designs to cover technology-based approaches emerging in the new public health landscape.