- Library
- LibGuides
- Statistics
- Books & eBooks

Sources for doing theoretical and applied statistics

Springer provides a large collection of books on probability and statistics that are available for download through the Reed Library or searchable directly on the Springer website.

- An Introduction to Statistical LearningA basic, nontechnical overview of major methods for statistical or machine learning. For a more rigorous treatment and other, more advanced topics, see
*The Elements of Statistical Learning*, also from Springer. - Asymptotic Theory of Statistics and ProbabilityThis book covers major asymptotic results in statistics, including many variations of the central limit theorem.

- All of Statistics by Larry A. WassermanCall Number: QA276.12 .W37 2004ISBN: 0387402721Publication Date: 2004-09-17An overview of most methods in modern statistics. For more information on methods that don't assume certain functional or distributional properties, see
*All of Nonparametric Statistics*by the same author. - Probability With Applications and R by Robert P. DobrowCall Number: QA276.45.R3 D63 2014ISBN: 1118241258Publication Date: 2013-11-04A thorough text on the basics of probability with an emphasis on simulation and Monte Carlo methods. Print and online copies available.

Little Green Books, SAGE’s popular Quantitative Applications in the Social Sciences series, provides short and accessible texts on quantitative methods.

- Sage Little Green BooksProviding clear statistical explanations, straightforward empirical examples, and ready-to-use procedures this collection addresses advanced quantitative topics including Regression, Models, Data Analysis, Structural Equation Modeling, Experimental Design, Factor Analysis, Measurement, ANOVA, Survey Data, and more.

**Statistics in the Social Science (HA)**

** HA29+** Statistical methods

** HA35+** Textbooks

** HA154+** Data & censuses

**Probability (QA273 - QA275)**

**QA273.2 **Textbooks

**QA274+ **Stochastic processes

**QA274.6 **Markov processes and chains

**Mathematical statistics (QA276 - QA280)**

**QA276.1** Textbooks

** QA276.45** Stat. programming languages

**QA277+** Hypothesis testing

**QA278+** Multivariate analysis/regression

**QA278.8** Nonparametric methods

**QA279+** Analysis of variance

**QA279.5** Bayesian statistics

- Last Updated: Jun 9, 2023 10:51 AM
- URL: https://libguides.reed.edu/statistics
- Print Page

Login to LibApps

This work by the Reed College Library is licensed under a Creative Commons CC-BY Attribution 4.0 International License.

Reed College Library | Email: library@reed.edu | Phone: 503-777-7702 | 3203 Southeast Woodstock Boulevard, Portland, Oregon 97202-8199