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An introduction to the bootstrap
Bradley Efron,Robert Tibshirani +1 more
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This article presents bootstrap methods for estimation, using simple arguments, with Minitab macros for implementing these methods, as well as some examples of how these methods could be used for estimation purposes.Abstract:
This article presents bootstrap methods for estimation, using simple arguments. Minitab macros for implementing these methods are given.read more
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Regression Shrinkage and Selection via the Lasso
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Asymptotic and resampling strategies for assessing and comparing indirect effects in multiple mediator models
TL;DR: An overview of simple and multiple mediation is provided and three approaches that can be used to investigate indirect processes, as well as methods for contrasting two or more mediators within a single model are explored.
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Data Mining: Concepts and Techniques
TL;DR: This book presents dozens of algorithms and implementation examples, all in pseudo-code and suitable for use in real-world, large-scale data mining projects, and provides a comprehensive, practical look at the concepts and techniques you need to get the most out of real business data.
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Data Mining: Practical Machine Learning Tools and Techniques
TL;DR: This highly anticipated third edition of the most acclaimed work on data mining and machine learning will teach you everything you need to know about preparing inputs, interpreting outputs, evaluating results, and the algorithmic methods at the heart of successful data mining.
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A New Equation to Estimate Glomerular Filtration Rate
Andrew S. Levey,Lesley A. Stevens,Christopher H. Schmid,Yaping (Lucy) Zhang,Alejandro F. Castro,Harold I. Feldman,John W. Kusek,Paul W. Eggers,Frederick Van Lente,Tom Greene,Josef Coresh +10 more
TL;DR: The CKD-EPI creatinine equation is more accurate than the Modification of Diet in Renal Disease Study equation and could replace it for routine clinical use.
References
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Journal ArticleDOI
Bootstrap Methods for Standard Errors, Confidence Intervals, and Other Measures of Statistical Accuracy
Bradley Efron,Robert Tibshirani +1 more
TL;DR: The bootstrap is extended to other measures of statistical accuracy such as bias and prediction error, and to complicated data structures such as time series, censored data, and regression models.
Book
Mathematical Statistics and Data Analysis
TL;DR: In this article, the authors present a model for estimating parameters and fitting of probability distributions from the normal distribution. But the model is not suitable for the analysis of categorical data.
Book
Permutation Tests: A Practical Guide to Resampling Methods for Testing Hypotheses
TL;DR: This book provides a step-by-step manual on the application of permutation tests in biology, medicine, science, and engineering and shows how the problems of missing and censored data, nonresponders, after thefact covariates, and outliers may be handled.
Book
A Handbook of Small Data Sets
TL;DR: In this paper, the authors present a data set for statistics lecturers who want ready-made data sets complete with notes for teaching, which is of interest to statistic lecturers.