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7/25/2019 Statistiki 1 _ Fulladio 6
1/37
D.
Koupouxl,4E
\
Erotrotx,
I
Aoxrioets
\II
(AtcrouiFaro
Epntocoorivrlg)
*-
/iJliw.or
pio
noporqpnon
X on6 rrlv
Kcrrovopn
pe
nurv6ulto
f
(*;0)
:
fire-'z/0,
r > 0,
0
,0.
No 6erX0ei.
otr 11 7
:
+
eivar
noo6r4ro o64y6g
xor
vo
KorooKeuoo0ei
A.E. iocov
ouprbv
pe
o.r.
L
-
a
o)
yto
to
0
0)
yro
P6(X
>
1).
2. Aivovror
ove(optqrts
nopornprlotrs
Xr
-
N(0
+
1,
1)
xor
Xz
-
Af
Qe,l).
o)
No 6erX0ei 6u to 6roor4po
li6r-
zolz),
i6r+
r.p)l eivot A.E.
yto
ro
d
pe
o.e.
1
-
a.
(2o12
eivanrc
af
2-noooonqio
o4peto
qS
l/(0,
1))
F)
No
eupe0et
rl
EnopKrls
o.o.
Kol
Xprlol1ronorcbwog
rrlv
vo
KorooKruooOet
A.E.
iocov
oupriv
yro
ro
0
pe
o.e.
L
-
a.
BorvrrorruxoioDeiypo[:(Xr,.,.,Xn)on6t4vopot6popqrl
Korovopil/(O,0),0>0.
No
eupe0ei.
11 oroOepo
c, 6tor
rbore
ro
6roor4po
(0,
cX1";)
vo
etvor
A.E.
yro
to
0
pe
o.e.
I
-
a.
(X@)
:max{X1,.
. .,X"})
1 $Xu"rcrr
ruxoio
6eiypro
X
:
(Xr,
. . .
,
Xn)
on6
t4v Korovo]-lrl
pe
nurcvot4to
,fi
(r;0)
:
|
-'-r/0
-
> 0,
e
> 0.
No
eupeOei
4
oroOepo
c, etot cboteto
6roorrlpo
(0,.IL,
Xr) ro
02*u
|
&
aivor A.E.
ylo
ro
20
pt
a.e.
|
-
a.
l-.
/5\Aivetot
Deiypo
X
:
(Xt,Xz,Xz)
Fe
Xt.,'i:
L,2,3 ove(oprrlres
Kol
Korovopeg
X1
-
-Jtl(0,1),
X,
-
N(2e,1),
Xe
-
N(0
+
1,1).
Nq
xoiqoxeuooOet
A.E.
ior,rv
oupcbv
yro
to
d
peo.e.
I-a.
i6lAivetorruxoio
6eiypo
[
:
(Xr,.
. ., Xn)onorrlvex0erx4
xotovopq
S(d)
(oqr.
fr(y;0)
:
L-\
f,e-utt,A
> 0,0 >
0).
No6ery0ei 6rt
4
T:3D7:rX, eivor
nooot4to o6qy6gKotvo
Ko-
rooxeuoo0ouv A.E.
tocov oupriv
Kot
eLoXiocou
pqxoug
yto
ro
0 pe
o.e.
\
-
a.
fTtniverctruXoioOeiypoX:(Xr,,..,Xr)on6ulvopot6popq4Korovopi7(0,02),0>0.
l-.
No
6erX0ei
otr
q
o.o.
X1rr1
eivot
enopKns
Ko1
Xprlolponorrbwog
rrlv vq
KorooKeuoo0ouv
A.E.
ioo:v
oupcirv
ue
o.e. I
-
a
yto
ro
02
xot
yto
ro d.
\E.\
lir"-or
6etypo
X
-
(Xr,,..,Xn)
Fe
Xi ove(oprrlres,i
:
1,,..,n Kol
xotovop6g
Xi-N(o
+i,
1),
i:7,.,,,n.
o)
No
6erX0ei 6:nT
:
tfr.(X
-
+
-
d)
etvor
noo6t4to o6qy6g.
9)
ttlo KorooKruoo0et
A.E.
ior,:v
oupriv
l-re
o.e.
|
-
a
yto
to
d.
y)
tqo
KorooKruooOei ovo
gpoypo
epnrotoo0vqs
lrt
o.e.
1
-
a
yro
to
0.
6)
Nq KqrqoKeuoo0ei xorr,:
qpqnlo
epntotootvns
pt
o.e.
1
-
a
yto
to
d.
7/25/2019 Statistiki 1 _ Fulladio 6
2/37
9.
Atverot
pio
nopotqpqorl
X on6
r4v
Korovopn
Fe
nuxv6trpo
f
@;e)
:
f,e-r/o,
r
>
0,
0
>
0.
No 6erX0et 6tt
to A.E.
el,oXtorou
lrqKous
pe
o.e.
1
-
o
ylo
ro
d owrororlei
oe
c1
Kor
c2 flou
rxovonorouv
ttg
eltorioetg
-ct-e-cz:l-a
Ko1 cz-ct:Zm(2),
'cr'
L-l
,
-Af(O,d2)
xot
Xz
-
N(0,0214).
No
eupeOei
q
enopxrlg
o.o.
Kor
xprtoruonorrbvrog
rrlv
vo
KorooKeuoo0ei A.E.
ior,:v ouprbv
yto
ro
02.
e
't
)
,
0
> 0.
No 6erX0et
6tt
4
T
:
20ILr
l"X;
etvot
noo6tqto
o6qy6g Kor vo
a0+1
|
y
KorooKruoo0ouv:
I
")
A.E.
ioc:v ouprbv
B)
ovco
gpoypo
epnrorooOvqg
y)
xorco
qpoypo
epnrotoouvqg
ylo
rnv
nt0ov6r4to
P6(X1
>
e)
pe
o.e.
1
-
o.
d
'
a'
,,
@iveror
tuxoi.o 6eiypo
X
:
(Xr,.
. .
,
Xn) on6
t4v xotovop4
pe
nuxv6r4to
f{y;0)
:
,...);';'e-(u-'),A>0,e
1R..
NqKorooKauo0ei.A.E.eloXiorouprlKousylorodpeo.e.
l-o,.
/-
--i-
/rg\
livetor 6ei.ypo
X
:
(Xr,...,Xn)
pr&
i: L,...,n
ova(optrltesKor
Xr-
N(0,1),
\
t-'
b
-
Lt'
rrlv
vo
KorcloKeuoo0ouv :
o)
A.E.
ioorv
ouprbv,
B)
avr,l
gpoypo
epntocooOvrls Kor
y)
xotco
gpoylro
epnroroouv4g
ylo
ro
0
pe
o.e.
L
-
a.
14. Aoxr1o47.l5 rou
Br6l,iou.
@'e*"
wxoto
6eiypo
X
:
(Xr,...,Xn)
qn6
xotovolrn
lre
ouvopr4orl nurv6r4rog
s-(t-20),
x
)
20,0
e
R.
No
6et(eta
6tr
q
?:
X(r)
-20
eivoir
noo6tqto
o64y6g
rot
]i
xprlolponotcbvrog
rqv
onoOeifte
6tr
rl
orouorrxrl orrap-qoq
g#
onorel,ei A.
7/25/2019 Statistiki 1 _ Fulladio 6
3/37
Xl,X2,...,Xn,6nou q
X1
npo6pXetor
qn6
xovovrxrl xorovoprl
NQe,1)xor
ot
X2,...
,Xn
.
npod,pxovtot
on6 xovovrxq
xotovopiN(0,1).
Xp4orlronor6wogrrlv
enopKq
o.o.
vo
Koro-
,
oKEuoo0ei
Otoorql.ro
el-rnloroo0vns
eloXiorou
prlxoug
yro
ro
d, ouvrelsorou
epnrocoouvrls
L-c,.
t-
llS.lAiveror
pio
noporqpqon,
X,
ond KorovoFrl
pe
nurcv6rrlro
2(0-
1)z(1
*r')-t,
u
)0,
e>t.
o) No
6etX0et
6tr
4
o.o.
f
6)
:
ln(1
+
X')
etvor
enopKrls
ps
nurv6t4ro
(0
-
l)e-a@-t)
,
y>0.
B)
Xpqotponotrbvrog
rqv
enopKn
o.o.
vo
KorooKeuoo0ei
Orootqpo epnroroouvqg
i.oc,:v
ouprbv
yro
ro
0,
pe
o.e.
1
-
o.
-:
AAivetot
Deiypo
X :
(xt,Xz,,xs),
on6
tperg
oveloprqres
nopornp4oetg
X1,x2,x3,
-.
nou npodpxovror
on6 uS KovovlKrs
Korovopeg,A/(0,
L),
N(2e,q,
N(0
+
1, 1)
ovriororxo.
No xotooxeuoo0ei
6roorrlpo
epntoroouvrlg
ioolv
oupriv
yro
ro
0,
pe
o.e. L
-
a.
Aiveror
pio
nopotqpqoq,
X,
ono
Korovol.rn
pa
nuxv6rqraSlr2e-t",
*
>
0, P
> 0.
No
6er.X0ei
6tt
4
o.o.
f
6):
X3
eivor enopKns
lrg
nu1q1r6ulro
0e-'0,
r
)
0,
No
6erx0ei
6tr ro
(-'"t';i
'
,
_ryP)
eivor
6roorql-ro
elurloroo0vqg
ioov
oupcbv
yto
to
d, ouwel,eorou
epnroroo0vqg
1
-
o.
Atverqr
Oeiypo
X
:
(Xr,Xz,Xz),
ono
tperg
ove(optqres
rqporrlpqorrs
X1,X2,X3,
npod,pxovrot
on6 ns
Kovovlx6,g
xotovopeg
"A/(0,
02),
N(L,02),
Al(2,02)
ovriororxo,
e>0.
o)
No
6erX0ei
6u 11
o.o.
T(X)
-
X?
+
(Xz
-
1)'
+
(X,
-
2)'eivot
enopxqg.
9)
No
Bpe0ei
ovot
rppoy;ro
epnroroo0vrlg
ylo
ro
d,
ouweleorou
epnroroouvqg
1
-
o.
22.
Live:..ar
ruXoto 6etypo
{
:
(Xr,Xz,...,Xe)
on6 xovovxrl
xotovofrq
l/(pr,1)
xor
6eurepo
ruXoio 6eiypo
Y
:
(Y,Y2,.
,.
,
Yro),
oveloptrlro
on6
ro npci:ro,
on6 xovovrxrl
Kcrrovol.lrl
N(pr,1),
6nou
ro
l.lr,p2
eivot oyvooror
nopoperpor. No
6erX0ei,
ou
r1
ruXoio
peto6l,rltq
EfX
-Y
-
f,
+
pz)
eivor
noo6rqro
o6r1ydg.
ES.lAtw.or
ruXoto
Oeiypo
X
:
(Xr,
, . ,
,
Xn) on6
xo'rovopi
pe
nurcv6r4ro
202
;,r)0xot0(0,+oo).
No
Bpe0ei
ovc:
gpoypo
epnroroouvrls yro
ro
d, ouvrsleorou
epnroroo0vrlg
1
-
o.
Eov
1.90, 1.03, 1.17,
6.32,
eivor
ruyoto
Eeiypo
n:
4 nopoqp4oeov,
vo
unoloyr-
o0et oe
ourq
r4v
neptntoo4
ro
ovr,r
gpoyFo
epnroroo0vrls
y1o
to
0,
pe
ouvrel,eor4
epnroroouvag
90%.
6\
o)
p)
trJ
nou
1
o)
B)
7/25/2019 Statistiki 1 _ Fulladio 6
4/37
24. Atvetottuloto
6etypol:
(Xr,Xz,.,,,Xza)
on6 xqvovrxrl xorovoprll/(d+ 1,1)
q)
Nq
6et10et
6rt
11
o.o.
X
-
t
etvot enoprrlg
yro
m
d.
F)
No
6et10et
6tt ro
(X
-l-0.2.2a/2t
*
-t+O.Z.zolz)
eivot
6tdorrlpo Blrnlorootivrlg
i,oc,rv
oupdlv
y1o
ro
d, ouvreleoror}
epntorooivqs L
-
a,6nou
yto
ro
za12
roluer Q(ro/r)
:
aa
L-i.
y)
No
ppe0ei
ovr,l
gpdypo
epnrcnootlvrls
yro
ro 0,
ouvreLeoEot
elrnrorocr0vqs
t
-
A.
26.
Aivgtot
tuXoto 6eiypo
{
:
{Xr,
X2,,
..,
Xro)
on6
xavovrxt'l
xotovol$
N(0
lz,L)
o)
No 6et10et
6rt
q
o.o.
.t
eivat enopxqg
po
rc
g.
F)
tto
6er110ei 6u ro
(2*
-0.5.2,,2X
+O.5.zo)
etvot Otdcnqpo
elrntcnootvrlg ioov
ouprbv
y1o
ro
d, ouvre,leorori epmcnoo0vrlg
L
-
2a,6nou
yto
ro
zo
toltet
O(2")
:
1
-
o.
7/25/2019 Statistiki 1 _ Fulladio 6
5/37
(0
N
I
rod
1
)
E
l
(
\+
t
t
Y
I
\o
_
,
\
)
q
t
n
V
-
\w
\
t
\
t
z
lA
=
P
.
X
V
(
1
^
^
I
-
z
r
,
1
9
1
l
'
l
l
v
t
1N
(X
l1
V
:
r
'Q
v
l
p
,
a
L
o
,
)
=
o
'JB
"
H
o
c
Hh
O
7/25/2019 Statistiki 1 _ Fulladio 6
6/37
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eo
t
Y
Y
H
t
(
C
t
-
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k
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t
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d
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t
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+
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e
9
t
6
+
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r
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eb
t
:
e
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7/25/2019 Statistiki 1 _ Fulladio 6
7/37
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g
9
8
(
'z
a
l
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)
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u
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)
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r
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7/25/2019 Statistiki 1 _ Fulladio 6
8/37
e
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rx
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e
em
L
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t
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f
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t
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t
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^
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ix
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l
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7/25/2019 Statistiki 1 _ Fulladio 6
9/37
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lZ
t
=
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e
)
)
rQ
;
)
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-
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=
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{=
7/25/2019 Statistiki 1 _ Fulladio 6
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-
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\
xL
.
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t
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e
J
+
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r
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u
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o
g
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)
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ss
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g
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t
+
'y
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s
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I
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N
Q
o
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tQN
q
i-
7/25/2019 Statistiki 1 _ Fulladio 6
11/37
l(('
t
q"
a
?($3LBt
:>
A
6
6vut
I
c>o
-r'.^,
?
1(-t^t
z
c\
=
'{-o-t
rm
t1
T
--vx5
L-*
Tvt)
l-or
";
r(Ur.
trnf
G.,
-?
^3
,
l-
q,l
a
l-q
(t
*r,
o.l
.
q
l((
,8)=
N
=
(
r'
1=
T1
,
'x')
*t
rx-aD)
e
(t')
-
Ir')
-\
aI
nob.
,S.n{i,
6ivo-rr
A'6"
\'q-\
0c?=O
e
6L. e
t
a4
{o}
7/25/2019 Statistiki 1 _ Fulladio 6
12/37
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W
=
z
t
\
\
g
=
o
7b
t
(
J
d
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S
Q
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8
=
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=
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g
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-=
o
-
t
8
I
o
\
s
r(*-t\
\
=xJ(Lt,*)
\
6
)^'
N\0,t1
-;
{\_r
)r.)(^r
=a_t
,
\-Tl{i[n
=(a(
'lr,r)
:-
)\i-
N[>1,,).J)
-\
1
-
-I
o/,,\;
r.J
l{
1
:
,,
,
,
)
,3.J
)
:
e,r
\-(
N$Jlr[*(,#f
)
:)
Irr
\r
Cr()o,ri,6)
C"
(
,,
a)
,)
6
a
,c)
b
N\\
[,
n
r
r\\
\J
t
N
Nt
\;
\r
I
[,
,6,'
)
\.v
Af
|
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,
u'\
Xi^G
(0,,6)
Y
^.,E_\b\
=
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u
E-(.at
=
\1,,
Y\
-'of\(r;,3)
\1rr\],r\
=
L,
C,
(u,?)
(1
\a
)x
r
N
B(\,a)
t
\a
,r)
=\,
\i
N
lc-
I
'z]n'.
^
\
l- J
I
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-l
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o(/
l3
,a
)
=>
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l.
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(?,rfJ
N(,
rt
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2
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\
(
14-
1
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(,
C)
6*
M
a'
N
X.,3:
G
_
c"(
7/25/2019 Statistiki 1 _ Fulladio 6
35/37
7/25/2019 Statistiki 1 _ Fulladio 6
36/37
ETATI'TIKH
I
Au8
o.
@Oa,
I
ex
rov
npot6po:v
xutavopr{
rou
0
elvul
G(l
+1,
1),
7
)
-1,
va
ppeOet
xqL
vd avayvopuotel
rl
ex
rov
uot6pov
xaravopr{
"(0W).
2'
Xe
cut{v
tr;v
xepintcool,
vq
ppeOei
o
exrr.prry{c
Bayes
rov
0,6rcv
1
ouv&prriol
(lpriaq
e[vsr
L(t,o):02(t-il2.
7/25/2019 Statistiki 1 _ Fulladio 6
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1.
Kcrtavoprl
Rippa
G(o,0)
l@):
"d?"
*o-L
s-fr,
yLC
r
>
0 E(X):
ag
Fto
o)0,
p>0
Var(X):
dp2
Srou i-(o)
Po
:
[**
,..-r
s-fr d,x
xat
l-(c),:
(o
-
1)r(o
-
1)
Jo
\ / \ / \
/
2. Exlertxil
xcruvoprl
E(0)
:
G(1,0)
3,
Opor,6propgr)
xcrrcrvoVt
U
(o,
0)
f
(r)
:
fu,
ytd
a
1x
1
P
E(X):
1rE
a0
Var(X):
l
6.
Kctavop6q
tolv
X(r)
:
min{Xr,. . .
,
Xr},
xd,t
X(")
:
rnax{Xr,...,
Xr}.
/x,,y(r)
:
nl@)ll-
F(r)1"-1,
xcr
lx1,y@)
:
nf
(x)lF(r)la-r
a*9
2
(9-a\z
L2
22