final formula sheet statistics
TRANSCRIPT
Final Formula Sheet for STAT 2800
Discrete Distribution: Mean: )(xpxx
Variance: )()( 22 xpxx
Continuous Distribution:
Mean:
dxxfxx )(
Variance:
dxxfxx )()( 22 or
222 )( dxxfxx
Median: 5.0)(~
dxxf
Binomial Distribution: xnx
xnx
nxp
)1(
)!(!
!)( , for nx ,...,1,0
where
x
n
xnx
n
)!(!
!
Mean: nx
Variance: )1(2 nx
Poisson Distribution:
( )!
xep x
x
, with 0 for nx ,..3,2,1,0
Mean: x Variance: x
2 Normal Distribution:
)2()( 22
2
1)(
xexf , for x
Mean: x
Variance: 22 x
Standard Normal: 2)( 2
2
1)( zezf
, where
x
z
Exponential Distribution: xexf )( , with 0 for 0x
cecxp )(
Mean:
1x
Variance: 2
2 1
x
Weibull Distribution: )(1)( xexxf , for 0x
tetxp 1)( Mean:
1
11
x
Variance:
2
22 1
12
11
x
Lognormal Distribution:
)2/(])[ln( 22
2
1)(
xe
xxf , for 0x
where
xz
ln
Mean: 2
2
)(
eYE Variance: 22 222)( eeYV Sample Mean:
n
xxxx n
...21
Sample Variance:
1
22
2
n
n
xx
s
ii
Interquartile Range: 13 QQIQR
Mild Outliers: )(5.11 IQRQ , )(5.13 IQRQ
Extreme Outliers: )(31 IQRQ , )(33 IQRQ
Disjoint:
( ) ( )P A B P A P B
0P A B
Non-Disjoint Addition Rule: ( ) ( )P A B P A P B P A B
Non-Disjoint Multiplication Rule: )()|()( BPBAPBAP
Independent Events: )()()( BPAPBAP
| ( )P A B P A
| ( )P B A P B
Conditional Probability:
|P A B
P A BP B
|P A B
P B AP A
Complement: )(1)()( APAPAP
Central Limit Theorem:
x xn
xz
n
Bound on Error: n
szB critical (rearrange
for sample size)
Final Formula Sheet for STAT 2800
Tests concerning a single mean: x
z
n
or
nsx
t
with df 1 n
Single Mean Confidence Intervals:
n
szx critical or
n
stx critical
Tests concerning a difference between two means: Independent Data:
2
22
1
21
2121 )(
nn
xxz
or
2
22
1
21
2121 )(
n
s
n
s
xxt
with
1
)(
1
)(
])()[(
2
42
1
41
222
21
n
se
n
se
sesedf
and Confidence Intervals:
2
22
1
21
21 )(nn
zxx critical
or
2
22
1
21
21 )(n
s
n
stxx critical
Pooled Data:
21
2121
11
)(
nns
xxt
p
with df 221 nn , 2
)1()1(
21
222
211
nn
snsns p
and Confidence Interval:
2121
11)(
nnstxx pcritical
Paired Data:
ns
dt d with
df 1 n , n
dd
n
ii
1 , 1
1
2
12
2
nn
d
ds
n
i
n
ii
i
and Confidence Interval: n
std critical
Tests Concerning :
w
wWZ
or 21
2
r
nrU
with df 2 n and
Confidence Interval: wzW 2
where r
rW
1
1ln
2
1 ,
1
1ln
2
1W
, 3
12
nW
and
1
12
2
w
w
e
e
Pearson’s Sample Correlation Coefficient:
yyxx
xy
SS
S
yVarxVar
yxCovr
)()(
),(
n
xxS i
ixx
22 ,
n
yyS i
iyy
22 ,
n
yxyxS ii
iixy
Least Squares Regression Line: xy 10
ˆˆˆ with
xx
xy
xx
yy
S
S
S
Sr
xVar
yVarr
)(
)(1
and xy 10
Residuals: iii yye ˆ
Coefficient of Determination:
SST
SSEr 12 where yySSST and
xyyy SSSSE 1̂
Quality Control:
The R Chart:
k
iiR
kR
1
1 with
RDUCL 4 and RDLCL 3 and
2
^
d
R
The x Chart:
k
i
ixk
x1
1 with
RAxUCL 2 and RAxLCL 2 or
sAxUCL 3 and sAxLCL 3
The s Chart:
k
iis
ks
1
1 with
sBUCL 4 and sBLCL 3 and 4
^
c
s
The p Chart:
k
iip
kp
1
ˆ1 with
n
pppUCL
)1(3
and
n
pppLCL
)1(3
The c Chart:
k
iic
kc
1
1 with
ccUCL 3 and ccLCL 3 Average run length:
pARL
1