Title:
Learning statistics : concepts and applications in R / Talithia Williams.
ISBN:
9781629974316
Personal Author:
Publication Information:
[Chantilly, Va.] : Teaching Company, [2017]
©2017
Physical Description:
4 videodiscs (approximately 12 hr.) : sound, color ; 4 3/4 in.
General Note:
Title from container.
The length of each lecture is approximately 30 min. The entire program consists of 24 lectures.
DVD.
Contents:
Disc 1. How to summarize data with statistics -- Exploratory data visualization in R -- Sampling and probability -- Discrete distributions -- Continuous and normal distributions -- Covariance and correlation -- Disc 2. Validating statistical assumptions -- Sample size and sampling distributions -- Point estimates and standard error -- Interval estimates and confidence intervals -- Hypothesis testing: 1 sample -- Hypothesis testing: 2 samples, paired test -- Disc 3. Linear regression models and assumptions -- Regression predictions, confidence intervals -- Multiple linear regression -- Analysis of variance: comparing 3 means -- Analysis of covariance and multiple ANOVA -- Statistical design of experiments -- Disc 4. Regression trees and classification trees -- Polynomial and logistic regression -- Spatial statistics -- Time series analysis -- Prior information and Bayesian inference -- Statistics your way with custom functions.
Summary:
Learn to tame data using the R programming language with an award-winning statistics professor.
Added Corporate Author:
Language Note:
In English.
Performer:
Lecturer: Professor Talithia Williams.
OCLC Number:
on1003642207
Availability:
Inver Grove Heights - Inver Glen~1
Rosemount - Robert Trail~1