#Chapitre 1 : solution des exercices
# Supplement en ligne, solution exercice 1.1
# q1
maVariable <- 10
maVariable
## [1] 10
# q2
str(maVariable)
## num 10
# q3
maVariable * 2
## [1] 20
# q4
maVariable * maVariable
## [1] 100
# q5
maVariable <- maVariable + 1
maVariable
## [1] 11
# q6
maVariable2 <- NULL
maVariable2
## NULL
# q7
str(maVariable2)
## NULL
# q8
maVariable3 <- "Hello World"
maVariable3
## [1] "Hello World"
# q9
str(maVariable3)
## chr "Hello World"
# Supplement en ligne, solution exercice 1.2
# q1
1:10
## [1] 1 2 3 4 5 6 7 8 9 10
# q2
a <- 1:10
a
## [1] 1 2 3 4 5 6 7 8 9 10
# q3, avec RStudio ou avec la fonction str
str(a)
## int [1:10] 1 2 3 4 5 6 7 8 9 10
# q4
a+a
## [1] 2 4 6 8 10 12 14 16 18 20
# q5. Oui car a est un vecteur contenant des nombres.
10*a
## [1] 10 20 30 40 50 60 70 80 90 100
# q6
a>5
## [1] FALSE FALSE FALSE FALSE FALSE TRUE TRUE TRUE TRUE TRUE
# q7
a[a>5]
## [1] 6 7 8 9 10
# q8
b <- 5:8
# q9
b[1]
## [1] 5
b[4]
## [1] 8
b[5]
## [1] NA
# Ou d'un seul coup
b[c(1,4,5)]
## [1] 5 8 NA
# Comme il n'y a pas de cinquieme element dans b, R affiche NA pour Not Available, ce qui est logique puisqu'il n'y a rien comme valeur.
# q10
b[7]<-9
b
## [1] 5 6 7 8 NA NA 9
# Comme b n'a que quatre elements, R affecte la valeur NA aux cinquiemes et sixiemes elements de b puis la valeur 9 au septieme element de b.
# q11
seq(5,30,by=5)
## [1] 5 10 15 20 25 30
# Supplement en ligne, solution exercice 1.3
# q1
f <- function(x){return ((5*x^5)/4)}
f
## function(x){return ((5*x^5)/4)}
str(f)
## function (x)
## - attr(*, "srcref")= 'srcref' int [1:8] 61 6 61 36 6 36 61 61
## ..- attr(*, "srcfile")=Classes 'srcfilecopy', 'srcfile' <environment: 0x7fd9ff1a03a0>
# q2
f(3)
## [1] 303.75
# q3
# Avec la fonction curve
curve(f,from=-10,to=10)
![](data:image/png;base64,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)
# Avec la fonction plot qui fait appel \u00e0 la fonction curve lorsqu'elle est appliquee \u00e0 un objet de classe fonction
plot(f,xlim=(c(-10,10)))
![](data:image/png;base64,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)
# q4
g <- function(x,a) { return (a*x^2) }
g
## function(x,a) { return (a*x^2) }
# Supplement en ligne, solution exercice 1.4
for (i in 1:5) {print("Hello world")}
## [1] "Hello world"
## [1] "Hello world"
## [1] "Hello world"
## [1] "Hello world"
## [1] "Hello world"