Statistics With Rust Second Edition
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Statistics With Rust Second Edition
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Author : Keiko Nakamura
language : en
Publisher: GitforGits
Release Date : 2024-10-10
Statistics With Rust Second Edition written by Keiko Nakamura and has been published by GitforGits this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-10-10 with Computers categories.
"Statistics with Rust, Second Edition" is designed to help you learn quickly, focusing on practical statistics using Rust scripts. The book is for readers who know the basics of statistics and machine learning. It gives quick explanations so you can try out concepts with hands-on coding. The book uses the newest version of Rust, 1.72.0, to help users build and secure statistical and machine learning algorithms. Each chapter is full of useful programs and code examples that will walk you through tasks like data manipulation, statistical tests, regression analysis, building machine learning models, and natural language processing. This second edition brings all chapters up to date with the latest in stats and Rust programming. It focuses on how you can put these things to practical use, with a detailed look at advanced algorithms like PCA, SVM, neural networks, and ensemble methods. We've also included some natural language processing topics, such as text preprocessing, tokenization, and word embeddings. The book also shows you how to combine Rust's performance and safety with statistical analysis, giving you the tools you need to do data analysis efficiently and reliably. The book's got lots of practical code and explanations that are easy to understand, which helps you learn the skills you need to get to grips with data using Rust. Table of Content Introduction to Rust for Statisticians Data Handling and Preprocessing Descriptive Statistics Probability Distributions and Random Variables Inferential Statistics Regression Analysis Bayesian Statistics Multivariate Statistical Methods Nonlinear Models and Machine Learning Model Evaluation and Validation Text and Natural Language Processing
Matrix Algebra
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Author : James E. Gentle
language : en
Publisher: Springer Science & Business Media
Release Date : 2007-07-27
Matrix Algebra written by James E. Gentle and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2007-07-27 with Computers categories.
Matrix algebra is one of the most important areas of mathematics for data analysis and for statistical theory. This much-needed work presents the relevant aspects of the theory of matrix algebra for applications in statistics. It moves on to consider the various types of matrices encountered in statistics, such as projection matrices and positive definite matrices, and describes the special properties of those matrices. Finally, it covers numerical linear algebra, beginning with a discussion of the basics of numerical computations, and following up with accurate and efficient algorithms for factoring matrices, solving linear systems of equations, and extracting eigenvalues and eigenvectors.
Spatial Data Analysis In Ecology And Agriculture Using R
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Author : Richard E. Plant
language : en
Publisher: CRC Press
Release Date : 2018-12-07
Spatial Data Analysis In Ecology And Agriculture Using R written by Richard E. Plant and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-12-07 with Science categories.
Key features: Unique in its combination of serving as an introduction to spatial statistics and to modeling agricultural and ecological data using R Provides exercises in each chapter to facilitate the book's use as a course textbook or for self-study Adds new material on generalized additive models, point pattern analysis, and new methods of Bayesian analysis of spatial data. Includes a completely revised chapter on the analysis of spatiotemporal data featuring recently introduced software and methods Updates its coverage of R software including newly introduced packages Spatial Data Analysis in Ecology and Agriculture Using R, 2nd Edition provides practical instruction on the use of the R programming language to analyze spatial data arising from research in ecology, agriculture, and environmental science. Readers have praised the book's practical coverage of spatial statistics, real-world examples, and user-friendly approach in presenting and explaining R code, aspects maintained in this update. Using data sets from cultivated and uncultivated ecosystems, the book guides the reader through the analysis of each data set, including setting research objectives, designing the sampling plan, data quality control, exploratory and confirmatory data analysis, and drawing scientific conclusions. Additional material to accompany the book, on both analyzing satellite data and on multivariate analysis, can be accessed at https://www.plantsciences.ucdavis.edu/plant/additionaltopics.htm.
Analysis Of Categorical Data With R
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Author : Christopher R. Bilder
language : en
Publisher: CRC Press
Release Date : 2024-07-31
Analysis Of Categorical Data With R written by Christopher R. Bilder and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-07-31 with Mathematics categories.
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.
Applied Multivariate Data Analysis
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Author : J.D. Jobson
language : en
Publisher: Springer Science & Business Media
Release Date : 2012-12-06
Applied Multivariate Data Analysis written by J.D. Jobson and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012-12-06 with Mathematics categories.
An easy to read survey of data analysis, linear regression models and analysis of variance. The extensive development of the linear model includes the use of the linear model approach to analysis of variance provides a strong link to statistical software packages, and is complemented by a thorough overview of theory. It is assumed that the reader has the background equivalent to an introductory book in statistical inference. Can be read easily by those who have had brief exposure to calculus and linear algebra. Intended for first year graduate students in business, social and the biological sciences. Provides the student with the necessary statistics background for a course in research methodology. In addition, undergraduate statistics majors will find this text useful as a survey of linear models and their applications.
Handbook Of Statistical Distributions With Applications
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Author : K. Krishnamoorthy
language : en
Publisher: CRC Press
Release Date : 2016-01-05
Handbook Of Statistical Distributions With Applications written by K. Krishnamoorthy and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2016-01-05 with Mathematics categories.
Easy-to-Use Reference and Software for Statistical Modeling and TestingHandbook of Statistical Distributions with Applications, Second Edition provides quick access to common and specialized probability distributions for modeling practical problems and performing statistical calculations. Along with many new examples and results, this edition inclu
Alternative Medicine Second Edition
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Author : Larry Trivieri
language : en
Publisher: Celestial Arts
Release Date : 2013-03-27
Alternative Medicine Second Edition written by Larry Trivieri and has been published by Celestial Arts this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-03-27 with Health & Fitness categories.
The "Bible" of Alternative Medicine Learn the health secrets that millions of readers have discovered in the book that is revolutionizing health care in the United States. Alternative Medicine: The Definitive Guide is packed with lifesaving information and alternative treatments from 400 of the world's leading alternative physicians. Our contributors (M.D.s, Ph.D.s, Naturopaths, Doctors of Oriental Medicine, and Osteopaths) offer the safest, most affordable, and most effective remedies for over 200 serious health conditions, from cancer to obesity, heart disease to PMS. This guide is easy enough to understand to make it perfect for home reference, while it would also make a fine resource for health care providers interested in learning more about alternative medicine. • 70% of Americans currently use some form of alternative medicine • This 1,136-page encyclopedia puts all the schools of alternative medicine-50 different therapies-under one roof • Highlights dozens of actual patient stories and physician treatments.
Leading Personalities In Statistical Sciences
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Author : Norman L. Johnson
language : en
Publisher: John Wiley & Sons
Release Date : 2011-09-26
Leading Personalities In Statistical Sciences written by Norman L. Johnson and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2011-09-26 with Mathematics categories.
A fascinating chronicle of the lives and achievements of the menand women who helped shapethe science of statistics This handsomely illustrated volume will make enthralling readingfor scientists, mathematicians, and science history buffs alike.Spanning nearly four centuries, it chronicles the lives andachievements of more than 110 of the most prominent names intheoretical and applied statistics and probability. From Bernoullito Markov, Poisson to Wiener, you will find intimate profiles ofwomen and men whose work led to significant advances in the areasof statistical inference and theory, probability theory, governmentand economic statistics, medical and agricultural statistics, andscience and engineering. To help readers arrive at a fullerappreciation of the contributions these pioneers made, the authorsvividly re-create the times in which they lived while exploring themajor intellectual currents that shaped their thinking andpropelled their discoveries. Lavishly illustrated with more than 40 authentic photographs andwoodcuts * Includes a comprehensive timetable of statistics from theseventeenth century to the present * Features edited chapters written by 75 experts from around theglobe * Designed for easy reference, features a unique numbering schemethat matches the subject profiled with his or her particular fieldof interest
Our Higher Calling Second Edition
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Author : Holden Thorp
language : en
Publisher: UNC Press Books
Release Date : 2024-02-20
Our Higher Calling Second Edition written by Holden Thorp and has been published by UNC Press Books this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-02-20 with Business & Economics categories.
This is an unmistakable time of crisis and confusion about the purpose, value, and sustainability of higher education in the United States. Data continues to show substantial benefits for students who complete a four-year degree, yet Americans from all backgrounds are losing confidence in the nation’s institutions of higher learning, and political and economic challenges for colleges and universities seem greater than ever. How can faculty, administrators, governing boards, and other stakeholders address these challenges effectively? Holden Thorp and Buck Goldstein draw on interviews with higher education thought leaders and their own experience inside and outside the academy to address these problems head on. Now in paperback with a new preface by the authors, Our Higher Calling presents a forceful case for the enduring value of higher education along with pragmatic recommendations for how campus leaders can engage in constructive dialogue about necessary change.
A History Of Mathematics In The United States And Canada
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Author : David E. Zitarelli
language : en
Publisher: American Mathematical Society
Release Date : 2022-07-28
A History Of Mathematics In The United States And Canada written by David E. Zitarelli and has been published by American Mathematical Society this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-07-28 with Mathematics categories.
This is the first truly comprehensive and thorough history of the development of a mathematical community in the United States and Canada. This second volume starts at the turn of the twentieth century with a mathematical community that is firmly established and traces its growth over the next forty years, at the end of which the American mathematical community is pre-eminent in the world. In the preface to the first volume of this work Zitarelli reveals his animating philosophy, I find that the human factor lends life and vitality to any subject. History of mathematics, in the Zitarelli conception, is not just a collection of abstract ideas and their development. It is a community of people and practices joining together to understand, perpetuate, and advance those ideas and each other. Telling the story of mathematics means telling the stories of these people: their accomplishments and triumphs; the institutions and structures they built; their interpersonal and scientific interactions; and their failures and shortcomings. One of the most hopeful developments of the period 19001941 in American mathematics was the opening of the community to previously excluded populations. Increasing numbers of women were welcomed into mathematics, many of whomincluding Anna Pell Wheeler, Olive Hazlett, and Mayme Logsdonare profiled in these pages. Black mathematicians were often systemically excluded during this period, but, in spite of the obstacles, Elbert Frank Cox, Dudley Woodard, David Blackwell, and others built careers of significant accomplishment that are described here. The effect on the substantial community of European immigrants is detailed through the stories of dozens of individuals. In clear and compelling prose Zitarelli, Dumbaugh, and Kennedy spin a tale accessible to experts, general readers, and anyone interested in the history of science in North America.