Chapter 2 Flashcards

(67 cards)

1
Q

Discrete uniform PMF

A

f(x) = P(x=x) = 1/b-a+1

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
2
Q

Discrete uniform mean

A

E(x) = (a+b)/2

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
3
Q

Discrete uniform VAR

A

VAR(x) = (b-a+1)^2-1/12

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
4
Q

Binomial PMF

A

f(x) = P(x=x) = nCx · p^x · (1-p)^(n-x)

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
5
Q

Mean binomial

A

E(x) = n · p

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
6
Q

Binomial VAR

A

VAR(x) = n · p · (1-p)

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
7
Q

Special property binomial

A

Sum of independents binomials with the same p equals B(n_i, p)

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
8
Q

Hypergeometric PMF

A

f(x) = P(x=x) = (mCx) · (N-mCn-x)/(Ncn)

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
9
Q

Mean hypergeo

A

E(x) = n · (m/N)

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
10
Q

Var hypergeo

A

VAR(x) = ((n · m)/N) · ((N-m)/N) · (N-n/N-1)

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
11
Q

PMF geometric

A

f(x) = P(x = x) = (1-p)^x-1

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
12
Q

E(x) geo

A

E(x) = 1/p

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
13
Q

geometric VAR(x) =

A

1-p/p^2

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
14
Q

PMF geo fails

A

f(x)=P(x = x) = (1-p)^y · p

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
15
Q

Mean geo fails

A

E(y) = (1/p)-1

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
16
Q

Var geo fails

A

(1-p)/(p^2)

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
17
Q

Special property geometric

A

(x-c|x > c)~X
(y-c|y e c)~Y

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
18
Q

Negative binomial PMF

A

f(x) = P(x = x) = (x-1)C(r-1) · p^r · (1-p)^x-r

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
19
Q

Mean negative binomial

A

r/p

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
20
Q

VAR negative binomial

A

r · ((1-p/p^2)

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
21
Q

Negative binomial fails PMF

A

f(x) = P(x = x) = (y+r-1)C(r-1) · p^r · (1-p)^y

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
22
Q

Negative binomial fails mean

A

(r/p) - r

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
23
Q

Negative binomial fails VAR

A

r((1-p)/p^2)

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
24
Q

Special property negative binomial

A

Somme des binomiales négatives indépendantes X~N.B. (r_i, p)

How well did you know this?
1
Not at all
2
3
4
5
Perfectly
25
PMF Poisson
f(x) = P(x = x) = (e^- λ) · (λ^x) / x!
26
E(x) Poisson
λ
27
VAR(x) Poisson
λ
28
Special property Poisson
Sum of λ
29
Uniform continuous PMF
f(x) = P(x = x) = 1/b-a
30
Uniform continuous CDF
F(x) = P(x ≤ x) = (x-a)/(b-a)
31
Uniform continuous mean
E(x) = a+b/2
32
Uniform continuous VAR
VAR(x) = (b-a)^2/12
33
Special property uniform continuous
(X | c < X < D) ~ Uniform(C, D) (X - C|X > C) ~ Uniform(0, B - C)
34
Exponential PMF
f(x) = P(x = x) = 1/θ · e^(-x/θ)
35
Exponential CDF
F(x) = P(x ≤ x) = 1-e^(-x/θ)
36
Exponential mean
E(x) = θ
37
Exponential VAR
VAR(x) = θ^2
38
Special property Exponential
Memoryless property: (X  C|X > C) ~ θ
39
PMF gamma
f(x) = P(x = x) = x^(a-1)/Γ(a) · θ^a · e^(-x/θ)
40
CDF gamma
1 − somme de P(Y = k) , Y ~ Poisson(𝜆 = x/θ) 𝛼 = 1, 2, 3, …
41
E(x) gamma
42
VAR(x) gamma
aθ^2
43
Special property Gamma
Sum of independent exponentials is a gamma (a,θ)
44
PMF CDF normal
Calculate Z and then follow the table of normal law.
45
E(x) normal
E(x) = µ
46
VAR(x) normal
VAR(x) = σ^2
47
Special property Normal
Sum of µ and of σ^2 creates a new normal law
48
PMF CDF lognormal
z = (ln x - µ)/σ then normal table
49
E(x) lognormal
E(x) = e^(µ+1/2σ^2)
50
VAR(x) lognormal
VAR(x) = e^(2µ+σ^2) · (e^(σ^2) - 1)
51
PMF beta
(Γ(a + b)/Γ(a)Γ(b)) · x^(a-1) · (1 - x)^(b-1)
52
E(x) beta
a/a+b
53
VAR(x) beta
ab/((a+b)^2 · (a+b+1))
54
Special property beta
B(1,1)~U(0,1)
55
F(x) = P(x ≤ x) = ?
Integral of f_x(s) evaluated between infiniti and x
56
S(x) = P(x > x) = ?
1 - F(x)
57
How do you calculate the mode?
f'(x) = 0 = mode, but in an exam you can trial and error the choices of the answer provided in the question. Substitute those choices by x and then take the biggest answer of them all.
58
Skewness ?
E((x-µ^3)/σ^3)
59
Kurtosis ?
E((x-µ^4)/σ^4)
60
First raw moment ?
mean E(x)
61
Second raw moment
E(x^2)
62
Second central moment
variance VAR(x)
63
VAR(x) = ?
E(x^2) - (E(x))^2
64
CV(x) = ?
SD(x)/E(x)
65
E(x+y)
E(x) + E(y)
66
VAR(x+y) dependant
VAR(x) + 2 Cov(x,y) + VAR(y)
67
VAR(x+y) independant
VAR(x) + VAR(y)