Òåîðèÿ âåðîÿòíîñòåé
1. Íåçàâèñèìî äðóã îò äðóãà 10 ÷åë. Ñàäÿòñÿ â ïîåçä, ñîäåðæàùèé 15 âàãîíîâ.
Âåðîÿòíîñòü òîãî, ÷òî âñå îíè ïîåäóò â ðàçíûõ âàãîíàõ?
Ð= ÷èñëî áëèçêèõ èõîäîâ = 15….14…….- 6 = 15 ! -2
×èñëî ýëåìåíò. èñõîäîâ 15*15*15…15 5 ! » 1,88 * 1å
10 ðàç 50
15 _____________________________________
2.  ýëåêòðè÷åñêîé öåïè ïîñëåäîâàòåëüíî âêëþ÷åíû 3 ýëåìåíòà, ðàáîòàþùèå
íåçàâèñèìî äðóã îò äðóãà. Èõ âåð-òü îòêàçîâ ðàâíû 1 49 1 .
Íàéòè âåðîÿòíîñòü òîãî, ÷òî òîêà íå áóäåò? 50 ; 50 ; 4
-- - -
À –òîê åñòü
Ài – i-é ïðèáîð íå èñïðàâåí
Ð (À1) = 49 Ð (À2)= 1 Ð ( À3) = 3
50 ; 50 ; 4
_
Ð (À)=1-Ð(À) = 1-Ð (À1 À2 À3 ) = 1-Ð (À1) Ð (À2)* Ð (À3) = 1- 49 * 1- 3 = 9,753
50 50 4 10,000
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3. Âåð-òü ïîïàäàíèÿ õîòÿ áû ðàç â ìèøåíü ïðè 12-òè âûñòðåëàõ ðàâíî 41 .
Íàéäèòå âåð-òü ïîïàäàíèÿ ïðè îäíîì âûñòðåëå? 50
Ài – óñïåøíûé i – âûñòðåë
_________
Ð = 41 = 1-Ð ( À1 …..À12) – íå ïîïàëè íè â îäíîì ñëó÷àå èç 12-è âûñòðåëîâ =
50
__ __ _ 12 12
= 1 – Ð (À1) …..Ð (À12) = 1 – Ð (À1) ; 41 = 1-Ð (À1)
50
Íàéòè Ð (À1)
_ 12
Ð (À1) = 1- 41 = 9
50 50
_ 12__
Ð (À1) = Ö 9
50
_ 12__
Ð (À1) = 1-Ð (À1) = 1 - Ö 9 » 0,133
50 ___________________________________________
4. Èìåþòñÿ 28 áèëåòîâ, íà êàæäîì èç êîòîðûõ íàïèñàíî óñëîâèå íåñêîëüêèõ
çàäà÷.  13 áèëåòàõ çàäà÷è ïî ñòàòèñòèêå, à â îñòàëüíûõ 15 – çàäà÷è ïî òåîðèè
âåðîÿòíîñòè. 3 ñòóäåíòà âûáèðàþò íà óäà÷ó ïî îäíîìó áèëåòó. Íàéòè âåðîÿòíîñòü
òîãî, ÷òî õîòÿ áû îäíîìó èç ñòóäåíòîâ íå äîñòàíåòñÿ çàäà÷à ïî òåîðèè âåðîÿòíîñòè.
Ài –ñòóäåíòó äîñòàíåòñÿ çàäà÷à ïî òåîðèè âåðîÿòíîñòè
À – âñåì äîñòàíåòñÿ çàäà÷à ïî òåîð. âåðîÿò.
À = À1 À2 À3
À – õîòÿ áû îäíîìó íå äîñòàíåòñÿ çàäà÷à ïî òåîð.âåðîÿò.
_
Ð (À) = 1 – Ð(À) = 1- Ð (À1 À2 À3) = 1 – Ð *(À3) * Ð (À1 À2) = 1-Ð *(À3) * Ð *
À1À2 À1À2 À1
*(À2)*Ð (À1)= 1 – 15 * 14 * 13 = 0,265
28 27 26
5. Â ÿùèêå ñîäåðæèòñÿ 6 äåòàëåé, èçãîòîâëåííûõ íà 1-ì çàâîäå, 2 äåòàëè íà 2-ì çàâîäå
è 4 äåòàëè íà 3-ì çàâîäå. Âåðîÿòíîñòü áðàêà íà çàâîäàõ ðàâíà 19 , 19 è 59
20 50 100
Íàéòè âåðîÿòíîñòü òîãî, ÷òî íàóäà÷ó èçâëå÷åííàÿ äåòàëü áóäåò êà÷åñòâåííàÿ.
Í1 – äåòàëü ñ 1-ãî çàâîäà
Í2 - äåòàëü ñî 2-ãî çàâîäà
Í3 - äåòàëü ñ 3-ãî çàâîäà.
Ð(Í1) = 6 = 1 ; Ð(Í2) = 2 = 1 ; Ð(Í3) = 4 = 1
12 2 12 6 12 3
À - èçâëå÷åííàÿ äåòàëü êà÷åñòâåííàÿ
_ _ _ _
Ð (À) = Ð *(À) * Ð (Í1) + Ð *(À) * Ð (Í2) + Ð *(À)*Ð (Í3) =19 * 1 + 19 * 1 + 59 *1=147=>
Í1 _ Í2 Í3 20 2 50 6 100 3 200
Ð (À) = 1 – Ð (À) = 53/200
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6.Íåçàâèñèìûå âåðîÿòíûå âåëè÷èíû Õ,Ó ïðåäñòàâëÿþò òîëüêî öåëûå çíà÷åíèÿ
Õ: îò 1 äî 16 ñ âåð-þ 1
16
Ó: îò 1 äî 23 ñ âåð-þ 1
23
Ð ( Õ+Ó = 32)
Õ Ó Ð (Õ=9; Õ =23) = P (Õ=9) * Ð (Ó = 23) = 1 * 1
9 23 16 23
10 22
P ( X+y=32 )=P ( X=8, y=23 ) + P ( X=10; y=12 )+…+P ( y=16,X=16 )=
16 16 = 8* 1 * 1 = 1
16 23 46
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7.Íåçàâèñèìûå ñëó÷àéíûå âåëè÷èíû Õ , Ó ïðèíèìàåò òîëüêî öåëûå çíà÷åíèÿ.
Õ: îò 1 äî 14 ñ âåðîÿòíîñòüþ 1
14
Ó: îò 1 äî 7 ñ âåðîÿòíîñòüþ 1
7
Íàéòè âåðîÿòíîñòü òîãî, ÷òî Ð (Õ £ Ó)
Åñëè Ó = 7, òî 1 £ Õ £ 6 1 * 6
7 14
Åñëè Ó = 6 òî 1£ Õ £ 5 1 * 5
7 14
Åñëè Ó = 5 òî 1£ Õ £ 4 1 * 4
7 14
Åñëè Ó = 4 òî 1£ Õ £ 3 1 * 3
7 14
Åñëè Ó = 3 òî 1£ Õ £ 2 1 * 2
7 14
Åñëè Ó = 2 òî 1 = Õ 1 * 1
7 14
Ð (Õ<Ó) = 1 * 6 + 1 * 5 + 1 * 1 = 1+2+3+4+5+6 = 21 = 3
7 14 7 14 7 4 7 * 14 714 14
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8.Íåçàâèñèìûå âåëè÷èíû Õ1……Õ7 ïðèíèìàþò òîëüêî öåëûå çíà÷åíèÿ îò
0 äî 10 ñ âåðîÿòíîñòüþ 1
11
Íàéòè âåðîÿòíîñòü òîãî , ÷òî Ð(Õ1…….Õ7) = 0
Ð (Õ1……Õ7 =0) = 1-Ð (Õ1….Õ7 ¹ 0) = 1- Ð( Õ1¹0….Õ7 ¹ )=1-Ð( Õ1¹0 )*Ð (Õ2¹0)
7
*….* Ð(Õ7¹0) = 1 – 10 * 10 = 1 - 10
11……. 11 11
7 ðàç
9.Íåçàâèñèìûå ñëó÷àéíûå âåëè÷èíû Õ, Ó, Z ïðèíèìàþò öåëûå çíà÷åíèÿ
Õ: îò 1 äî 13 ñ âåðîÿòí-þ 1
13
Ó: îò 1 äî 12 _____/_____ 1
12
Z îò 1 äî 9 _____/_____ 1
9
Âåðîÿòíîñòü òîãî, ÷òî Õ;Ó;Z. ïðèìóò ðàçíûå çíà÷åíèÿ?
Ïóñòü “Z” ïðèíÿëî êàêîå-òî çíà÷åíèå “à”. Ð (Ó¹à) = 11
12
Ïóñòü ïðè ýòîì Ó= â
Ð (Z ¹ a; Z ¹ â) = 11 ; Ð = 11 * 11
13 12 13.
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10.
Õ |
1 |
4 |
7 |
Ð |
0,1 |
0,4 |
0,5 |
ì = Ì (Õ) - ? Ì (Õ) = 0,1+1,6+3,5 = 5,2
Ð ( Õ < ì) - ? Ð ( Õ < 5,2) = Ð(Õ=1) + Ð(Õ=4) = 0,5
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11.
Õ |
2 |
3 |
5 |
Ð |
0,2 |
0,3 |
0,5 |
2 Õ |
4 |
9 |
25 |
Ð |
0,2 |
0,3 |
0,5 |
Ä (Õ) - ?
Ì(Õ) = 0,4+0,9+2,5=3,8
2
Ì (Õ ) = 0,8+2,7+12,5 = 16
2 2 2
Ä (Õ) = Ì (Õ ) – Ì (Õ) = 16 - 3,8 = 1,56
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12. Íåçàâèñèìûå âåëè÷èíû Õ1,…….,Õ9 ïðèíèìàþò öåëîå çíà÷åíèå – 8, - 7,…..,5,6
ñ âåðîÿòíîñòüþ 1
15 9
Íàéòè Ì (Õ1,Õ2,…..,Õ9) * Ì (Õ2,….,Õ9) = Ì (Õ1) * Ì(Õ2)*….* Ì(Õ9) =Ì (Õ9)
Ì (Õ1) = -8 * 1 – 7 * 1 * 6 * 1 - … + 5 * 1 + 6 * 1 = 1 (-8-7-5….+5+6) = -1
15 15 15 15 15 15
9 9
= Ì (Õ1) = ( -1) = -1
13.
Õ |
8 |
10 |
12 |
14 |
16 |
Ð |
0,25 |
0,2 |
0,2 |
0,2 |
0,25 |
ì= Ì (Õ)-? Ì (Õ) = 2 + 2 + 1,2 + 2,8 + 4 = 12
ä(Õ) -? 2 2
Ð ( (Õ-ì) < d) Ä (Õ) = Ì (Õ – Ì (Õ) ) = Ì (Õ-12)
Õ-12 |
-4 |
-2 |
0 |
2 |
4 |
Ð |
0,25 |
0,2 |
0,1 |
0,2 |
0,25 |
2 (Õ-12) |
1 |
4 |
0 |
Ð |
0,5 |
0,4 |
0,1 |
2
Ì (Õ-Ð) = 8+1,6
_____
d (Õ) = Ö d (Õ) » 3,1
Ð ( Õ –12 < 3,1 ) = Ð (-3,1<Õ –12 < 3,1) = Ð (8,9<Õ<15,1) =
= Ð (Õ=10) + Ð (Õ=12) + Ð (Õ=14) = 0,5
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14. Õ, Ó – íåèçâåñòíûå ñëó÷àéíûå âåëè÷èíû
Ì (Õ) = 3 8 2 2 2 2 2
Ì (Ó) =2 ½ Ä(ÕÓ) = Ì( ÕÓ ) – Ì (ÕÓ) = Ì (Õ ) * Ì (Ó ) – [ Ì (Õ)*Ì (Õ)] =
Ä(Õ) = 4 ½ 2 2 2 2
Ä(Ó) = 8 ½ Ä (Õ)=Ì(Õ ) – Ì (Õ) = Ì (Õ ) = Ä (Õ) + Ì (Õ) = 4 + 9 = 13
Ä (Õ Ó) 2 2
Ì (Ó ) = Ä (Õ) + Ì (Ó) = 8 + 4 = 12
2
= 12*13 – (2 * 3) = 156 – 36 = 120
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15. Õ, Ó – íåçàâèñèìûå íåèçâåñòíûå âåëè÷èíû. Ïðèíèìàþò çíà÷åíèå 0 è 1.
Ð (Õ=0) = 0,3 ½ 2 2 2 2 2
2
2 Õ , Õ |
0 |
1 |
Ð |
0,3 |
0,7 |
2 Õ , Õ |
0 |
1 |
Ð |
0,6 |
0,4 |
2
Ì (Õ) = 0,7 = Ì (Õ )
2
Ì (Ó) = 0,4 = Ì ( Ó )
= 0,7 + 2 * 0,7 * 0,4 + 0,4 = 1,66
16. Õ, Ó íåçàâèñèìûå íåèçâåñòíûå âåëè÷èíû Ïðèíèìàþò çíà÷åíèå 0 è 1.
(çàäàíèå êàê â 15).
Õ |
0 |
1 |
Ð |
0,3 |
0,7 |
Ó |
0 |
1 |
Ð |
0,5 |
0,5 |
õ - ó
Ì (3 ) - ?
õ-ó õ -ó õ -ó
Ì (3 ) = Ì (3 * 3 ) =Ì (3 ) * Ì (3 ) = 2,4 * 2 = 1,6
3
õ 3 |
1 |
3 |
Ð |
0,3 |
0,7 |
-ó 3 |
1 |
1 3 |
Ð |
0,5 |
0,5 |
Õ -ó
Ì (3 ) = 0,3 + 2,1 = 2,4 Ì (3 ) = 0,5 + 0,5 = 4 * 0,5 = 1
3 3 3
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17. Ïðîèçâîäèòñÿ 10240 íåçàâèñèìûõ èñïûòàíèé, ñîñòîÿùèõ â òîì, ÷òî
ïîäáðàñûâàþòñÿ 9 ìîíåò
Õ – ÷èñëî èñïûòàíèé, â êîòîðûõ âûïàëî 3 ãåðáà
Ì (Õ) -?
1-èñïò. - 9 ìîíåò
9 èñïûòàíèé Ð = 1
2
3 3 6 3 9
Ð(Ã = 3) = Ñ9 * ( 1 ) * ( 1 ) = Ñ9 * ( 1 ) = 84 * 1 - 21 = …
2 2 2 512 128
n = 10240 èñïûòàíèé
Ð = 21 ; Ì (Õ) = np = 21 * 10240 = 1680
128 128
18. Â ñåðèè íåçàâèñèìûõ èñïûòàíèé (îäíî èñïûòàíèå çà åä.âðåìåíè)
âåðîÿòíîñòü íàñòóïëåíèÿ À ðàâíà 1
8.
Ïóñòü Ò-âðåìÿ îæèäàíèÿ íàñòóïëåíèÿ ñîáûòèÿ À 14 ðàç. Íàéòè Ì (Ò)1 Ä (Ò).
Õ1 – âðåìÿ îæèäàíèÿ äî ïåðâîãî íàñòóïëåíèÿ À
Õ2 – âðåìÿ îæèäàíèÿ îò ïåðâîãî íàñòóïëåíèÿ À äî 2-ãî
Ò = Õ1 + Õ2 +Õ3 + …..Õ14
Õi Ð = 1
8 7/8
Ì (Õi) = 1 = 8 ; d = 7 Ä (Õi) = d = = 56
8 8 2 2
p 1/8
Ì (Ò) = 14Ì * (Õ1) 14 * 8 = 112
Ä (Ò) = Ä(X1 ) = 14 * 56 = 784
19. Âåëè÷èíû Õ1 …..Õ320 ðàñïðåäåëåíû ïî Áèíîìèíàëüíîìó çàêîíó ñ ïàðàìåòðàìè
ï =4, ð = 3 Íàéòè Ì (Õ1 + Õ2 + …+ Õ320)=?
8
2 2 2
Ì (Õ1 + …..+Õ 320) = 320Ì (Õ1 ) = Õ1 – áèíîìèíàëüíîå
2 2 Ì (Õ1) = ïð = 3
= Ì(Õ1 ) = Ä(Õ1) + Ì (Õ1) = 2
2 Ä (Õ1 ) = nðq = 3 * 5 = 5
= 15 + 3 = 15 + 9 = 51 2 8 16
16 2 16 4 16
= 320 * 51 = 1020
16
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20. Âåëè÷èíû Õ1 …..Õ18 ðàñïðåäåëåíû ïî çàêîíó Ïóàññîíà ñ îäèíàêîâûì
ìàò. îæèäàíèÿì ðàâíûì 8.
2 2
Íàéòè Ì (Õ1 +…+ Õ18 ) - ?
M (Õ) = Ä (Õ) = l = 8
2 2 2 2
Ì (Õ1 +…+ Õ18 ) = 18 Ì (Õ1 ) = 18 (Ä (Õ1) + Ì (Õi ) )=18(8 + 64)=18 * 72=1296
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21. Õ – ðàâíîìåðíî ðàñïðåäåë¸í íà îòð. [ - 8,2 ]
Ð ( 1 )>5 = Ð (0< Õ <1 ) = > (0< Õ <0,5) =
Õ 5
1 – 5 >0 ; 1 – 5Õ > 0; Õ –1/5 < 0 Û (0< Õ <0,5)
Õ Õ Õ
1 – 5Õ > 0; Õ – 1/5 < 0
Õ Õ
[ õ, â ]
0,Õ>à 0; Õ <à
f (Õ)= 1 ; à < Õ < â F (Õ) = õ – à ; à £ Õ £ à Û 0< Õ 1/5
â –î â –à
0,Õ > â 1, Õ >B
F (Õ) = Õ + 8 = F (1/5) - F ( 0 ) =1/5 + 8 - 8 = 1
5 10 10 50
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22. Õ – ðàâíîìåðíî ðàñïðåäåëåíà íà îòð. [ -17; 10 ]
2 2
Ð ( Õ > 64) = 1- Ð ( Õ < 64) = 1 – 16
27
2
Ð (Õ < 64 ) = Ð (-8 < Õ <8) =
0; Õ < -17
F(Õ) = Õ + 17 , -17 £ Õ £ 10
27
1, Õ > 10
= F (8) – F (-8) = 8 + 17 - -8 + 17 = 16
27 27 27
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23. Õ – ðàâíîìåðíî ðàñïðåäåëåíà íà îòð. [ -1; 1 ]
8/9 X [a,b] ; f (x)
Ì ( Õ ) a 0; x <-1
M(x)= ∫ x f(x) dx f (x)= -1<x<1
b 0; x>1
a
M(y(x))=∫ y (x) f (x) dx
b
8/9 1 8/9 17/9 1
M(X ) = ∫ ½* X DX = ½ * X = 9/17
-1 17/9 -1
24. Õ – ðàâíîìåðíî ðàñïðåäåëåíà íà îòð. [ 0.1 ]
9/10 9/10
Ä ( 19Õ ) = 361 (Õ )
9/10 9/10 2 2 9/10 9/4 2 9/10 9/10 * 2
Ä (Õ ) = Ì ( (Õ ) ) - Ì (Õ ) = Ì (Õ ) - Ì (Õ ) Õ
__________________________________________________________________________________________________________
25. Õ – ðàâíîìåðíî ðàñïðåäåëåíà íà îòð. [ 5; 8 ] * Ä (24x+ 36) - ?
Ä (24Õ + 36) = Ä (24Õ) = 576 * Ä (Õ) = 576 * 3 = 432
2 4
Ä (Õ) = ( â – à )
12
2
Ä (Õ) = 8 – 5 = 9 = 3
12 12 4
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26. Õ1,……Õ2 – Íåçàâèñèìûå è ðàñïðåäåëåííûå ïî ïîêàçàòåëüíîìó çàêîíó.
2
Íàéòè Ì [ (Õ1 + Õ2 + …..+ Õ10) ], åñëè Ì (Õi ) = 4.
Ì (Õ) = 1
l
Ä (Õ) = 1
2
l
M (Õi ) = > Ä (Õi) = 16
2 2 2
Ì [ (Õ1 +….+ Õ10) ]=Ä(Õ1 +…+ Õ10) + Ì (Õ1 +….+ Õ10) =10Ä (Õ1)+[ 10Ì (Õ1) ]=
2
= 160 + ( 10 * 4) = 1760
_________________________________________________________________________________________________________________
2
Ì(Õ) =1/ l ; Ä(Õ) = 1/l
27. Õ –ðàñïðåäåëåí ïî ïîêàçàòåëüíîìó ïðèçíàêó
2
Íàéòè Ì [ (Õ + 8) ] , åñëè Ä (Õ) = 36 Ì (Õ)=6
2 2 2 2
Ì (Õ + 8) = M(Õ + 16õ + 64) = Ì (Õ ) + 16Ì (Õ) + Ì (64) = Ä (Õ) + Ì (Õ) +
+ 16 Ì(Õ) + 64 =36 + 36 + 96 + 64 =232
____________________________________________________________________________________________________________
28. Õ –ïîêàçàòåëüíîå ðàñïðåäåëåíèå; Õ – ïîêàçàòåëüíûé çàêîí
0, Õ < 0
F (Õ) = -2õ
1 – å , Õ >0, Íàéòè Ln (1 – Ð ( Õ < 6) ) = Ln (1 – F (6) ) =
-6/7 -6/7 -6/7
= F (6) = 1 – å = Ln ( 1 – (1 – å ) ) = Ln å = - 6/7
29. (Õ) - ñëó÷àéíàÿ âåëè÷èíà
0, Õ < 10
ƒ (Õ) = Ñ ; Õ ≥ 10
5
Õ
Ñ - ? ; Ì (Õ) - ?
¥ ¥ îïð. B ¥ -5
∫ ƒ (Õ)dõ = 1 => ∫ ñ dõ = lim ∫ = cdx = C lim ∫ X dx =
10 10 5 b->¥ 10 5 b->¥ 10
Õ X
b
-4 -4 4 4 4
= C * lim X = C lim - b + 10 = C * 10 = > 1 = C 10 = >
b->¥ -4 b->¥ 4 4 4 4
10
4
=> C = 4 * 10
0; Õ < 10
ƒ (Õ) = 4
4 * 10 , Õ ³ 10
5
Õ
¥ ¥ 4
Ì (Õ) = ∫ Õ ƒ (Õ) dx = ∫ 4 * 10 dx
10 10 4
Õ
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30. Õ – íîðìàëüíàÿ ñëó÷àéíàÿ âåëè÷èíà
Ì (Õ) = 16
Ä (Õ) = 25
? – Ð (Õ>10,5)
= 1 - f 10,5 – 16 = 0,5 + f (1,1) = 0,5 + 0,364 = 0,864
2 5
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1.Ð (d £ X £ b ) = f b – m - f d - m
d d
2. P ( X < b ) = 1 + f b – m
2 d
3. P ( X > b ) = 1 - f b – m
2 d