{"product_id":"a-practical-guide-to-data-analysis-using-r-an-example-based-approach-hardback-9781009282277","title":"A Practical Guide to Data Analysis Using R; An Example-Based Approach (Hardback) 9781009282277","description":"\u003cfont face=\"Georgia\"\u003e\r\n\u003cp\u003e\u003cfont size=\"6\"\u003eA Practical Guide to Data Analysis Using R\u003c\/font\u003e\u003cbr\u003e\r\n\u003cfont size=\"5\"\u003eAn Example-Based Approach\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cem\u003eExamples from diverse areas of statistical application demonstrate the use of R for data analysis and associated graphics.\u003c\/em\u003e\u003c\/p\u003e\r\n\r\n\r\n\u003cp\u003e\u003cfont size=\"4\"\u003eJohn H. Maindonald (Author), W. John Braun (Author), Jeffrey L. Andrews (Author)\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003e9781009282277, Cambridge University Press\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003eHardback, published 30 May 2024\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003e550 pages\u003cbr\u003e25.1 x 17.5 x 3.1 cm, 1.16 kg\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\r\n\r\n\u003cp align=\"justify\"\u003e\u003cem\u003e\u003cfont size=\"3\"\u003e'This updated and expanded version of the popular 'DAAG' text presents a modern approach to data science, with emphasis on understanding data, the value of graphical displays, careful attention to statistical methods and their limitations, and a welcome emphasis on the importance of communication in advancing the science of uncertainty.' Nancy Reid, University of Toronto\u003c\/font\u003e\u003c\/em\u003e\u003c\/p\u003e\r\n\r\n\u003cp align=\"justify\"\u003e\u003cstrong\u003e\u003cfont size=\"3\"\u003eUsing diverse real-world examples, this text examines what models used for data analysis mean in a specific research context. What assumptions underlie analyses, and how can you check them? Building on the successful 'Data Analysis and Graphics Using R,' 3rd edition (Cambridge, 2010), it expands upon topics including cluster analysis, exponential time series, matching, seasonality, and resampling approaches. An extended look at p-values leads to an exploration of replicability issues and of contexts where numerous p-values exist, including gene expression. Developing practical intuition, this book assists scientists in the analysis of their own data, and familiarizes students in statistical theory with practical data analysis. The worked examples and accompanying commentary teach readers to recognize when a method works and, more importantly, when it doesn't. Each chapter contains copious exercises. Selected solutions, notes, slides, and R code are available online, with extensive references pointing to detailed guides to R.\u003c\/font\u003e\u003c\/strong\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003e1. Learning from data, and tools for the task\u003cbr\u003e 2. Generalizing from models\u003cbr\u003e 3. Multiple linear regression\u003cbr\u003e 4. Exploiting the linear model framework\u003cbr\u003e 5. Generalized linear models and survival analysis\u003cbr\u003e 6. Time series models\u003cbr\u003e 7. Multilevel models, and repeated measures\u003cbr\u003e 8. Tree-based classification and regression\u003cbr\u003e 9. Multivariate data exploration and discrimination\u003cbr\u003e Epilogue\u003cbr\u003e A. The R system – a brief overview\u003cbr\u003e References\u003cbr\u003e References to R packages\u003cbr\u003e Index of R functions\u003cbr\u003e Subject index.\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003eSubject Areas: Maths for computer scientists [\u003ca title=\"See our other books on Maths for computer scientists\" href=\"https:\/\/freshlyprintedbooks.co.uk\/search?q=%22Maths%20for%20computer%20scientists%20%5BUYAM%5D%22\"\u003eUYAM\u003c\/a\u003e]\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\r\n\u003c\/font\u003e","brand":"Cambridge University Press","offers":[{"title":"Brand New","offer_id":52472124834072,"sku":"9781009282277","price":57.87,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0730\/2037\/5320\/files\/9781009282277i.jpg?v=1785718105","url":"https:\/\/freshlyprintedbooks.co.uk\/products\/a-practical-guide-to-data-analysis-using-r-an-example-based-approach-hardback-9781009282277","provider":"Freshly Printed Books","version":"1.0","type":"link"}