Question

In: Math

How can I do one-way ANOVA in RStudio?

How can I do one-way ANOVA in RStudio?

Solutions

Expert Solution

Sol

tthere is an nbuilt datset in R iris.

It has 150 observations and 5 variables.

variable names are:

"Sepal.Length" "Sepal.Width" "Petal.Length" "Petal.Width" "Species"

species has 3 levels namely setosa", "versicolor", "virginica

we want to performNAOVA that

H0:all species mean sepal length are equal.

H1:atleast one of the species mean sepal length is different.

with aov function in R you will do one way anova

and with summary function you get anova table

Rcode to do anova is

dim(iris)
names(iris)
unique(iris$Species)
iris$Species <- ordered(iris$Species,
levels = c("setosa", "versicolor", "virginica"))
result.anova <- aov(Sepal.Length ~ Species, data = iris)
# Summary of the analysis
summary(result.anova)

Df Sum Sq Mean Sq F value Pr(>F)   
Species 2 63.21 31.606 119.3 <2e-16 ***
Residuals 147 38.96 0.265

Intrepretation

F(2,147)=119.3

p=<2e-16 ***

p=0.0000

p<0.05

we conclude that atleast one of the species sepal length is different


Related Solutions

How do I complete this in Excel . Calculation  ANOVA Using one-way analysis of variance on the...
How do I complete this in Excel . Calculation  ANOVA Using one-way analysis of variance on the data assuming the populations have equal variances and the populations are normally distributed. Use alpha = 0.05. three samples obtained independently from 3 population Item Group A Group B Group C 1 14 17 17 2 13 16 14 3 12 16 15 4 15 18 16 5 16 14 6 16
How do multiple comparison techniques differ when we do two-way ANOVA as compared to one-way ANOVA?
How do multiple comparison techniques differ when we do two-way ANOVA as compared to one-way ANOVA?
Can you name an advantage two-way anova has over a one-way anova?
Can you name an advantage two-way anova has over a one-way anova?
How do we use the F table to conduct a one-way ANOVA?
How do we use the F table to conduct a one-way ANOVA?
Discuss the applications of ANOVA (One-Way ANOVA, Two-Way ANOVA) and regression techniques in the context of...
Discuss the applications of ANOVA (One-Way ANOVA, Two-Way ANOVA) and regression techniques in the context of e-commerce firms like Amazon, Flipkart etc.
What are the assumptions of ANOVA? In a one-way between-groups ANOVA, what degrees of freedom do...
What are the assumptions of ANOVA? In a one-way between-groups ANOVA, what degrees of freedom do I need to know? In a one-way within groups ANOVA, what degrees of freedom do I need to know? Name one pro and one con of using a within-groups ANOVA. What is a post hoc test? When and why are they used? What is the name of one post hoc test?
How would a 2-way ANOVA differ from a 1-way ANOVA ?
How would a 2-way ANOVA differ from a 1-way ANOVA ?
Explain the sources of variability in one-way between-subjects ANOVA (i.e., independent-measures ANOVA) and one-way within-subjects ANOVA...
Explain the sources of variability in one-way between-subjects ANOVA (i.e., independent-measures ANOVA) and one-way within-subjects ANOVA (i.e., repeated-measures ANOVA)?
Practice Exercise 14: One -way Analysis of Variance (ANOVA) Use the One-way ANOVA function in SPSS...
Practice Exercise 14: One -way Analysis of Variance (ANOVA) Use the One-way ANOVA function in SPSS to answer the questions based on the following scenario. Select Descriptives from the Options menu to obtain the means and standard deviations. (Assume a critical level of significance of .05). Researchers are interested in determining if the type of medication influences the number of days it takes for symptoms to cease. Thirty-six patients are randomly assigned to receive Brand X, Brand Y, or Brand...
Design a research study that can be analyzed with either a One-Way ANOVA or a Simple...
Design a research study that can be analyzed with either a One-Way ANOVA or a Simple Linear Regression. Identify your (1) Research Question, (2) State your Hypotheses (3) Independent Variable, (4) Dependent Variable, (5) Scale of Measurement, (6) State why this is an appropriate statistical test for your research design. An example response is provided below. You may use this as a guide. However, please use your own words and change your responses to reflect your own interests in Public...
ADVERTISEMENT
ADVERTISEMENT
ADVERTISEMENT