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Hc thông minh – Đừng là mt sách [email protected] https://www.facebook.com/pages/Notbookworms/561803483864811 Lê Hồng Sơn Anh 17 – KTĐN – K49 FTU 0166.8589.667 https://www.facebook.com/hosolee.superdevil [email protected] Phn I: A.B = V xung khc (đi chơi vs đi học) . A B U AB V A B B A đối (True or False) P(A) không ảnh hưởng đến P(B) -> độc lp lim ( ) ( ) n n f A PA XS có điều kin P (A|B) = ( ) ( ) P AB PB ( P(B) >0 ) P (AB) = P(A|B) . P(B) . A B AB . AB A B P(A+B+C) = P(A) + P(B) + P(C) – P(AB) – P(BC) – P(AC) + P(ABC) XS đy đủ: P(A) = 1 ( | ). ( ) n i i i PAB PB Bayes: P (B i |A) = ( | ). ( ) ( ) i i PAB PB PA Phn II. P (X=X K ) = P K P (a X < b) = 2 i i xp ; a ≤ XK < b Hàm mđxs: f(x) = F’(x) f(x) ≥ 0 ∀x và () f x dx = 1 P (a X < b) = () b a f x dx = F(b) – F(a) Hàm pbxs: F(x) ∈ [0;1] ∀ x ∈ R F(x) = () x f x dx F(x) là hàm không gim E (X) = i i xp = () xf x dx E (g(x)) = .() i pgx = ( ). () gx f x dx E (X 2 ) = 2 i i xp = 2 () xfxdx V (X) = E (X 2 ) – E 2 (X) Mod X = x 0 f(x) đạt GTLN ti x = x 0 Med X = x i F (x i ) 0.5 < F (x i+1 ) Med X = x 0 F (x 0 ) = 0.5 Nhthc X ~ B (n,p): P K = (1 ) n k n k k Cp p E (X) = np V (X) = npq np – q ≤ Mod (X) ≤ np +q Siêu bi: P (X=m) = . m n m M N M n N C C C E (X) = . nM N Var (X) = . . . 1 M N M N n n N N N = npq. 1 N n N Poisson P K = . ! k e k (λ > 0) E (X) = Var (X) = λ Mod X = λ-1 và λ nếu λ nguyên Mod X = [λ] nếu λ không nguyên 1

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  • Hc thng minh ng l mt sch [email protected] https://www.facebook.com/pages/Notbookworms/561803483864811

    L Hng Sn Anh 17 KTN K49 FTU 0166.8589.667 https://www.facebook.com/hosolee.superdevil [email protected]

    Phn I:

    A.B = V xung khc (i chi vs i hc)

    .A B UA B V

    A B

    B A

    i (True or False)

    P(A) khng nh hng n P(B) -> c lp

    lim ( ) ( )nn f A P A

    XS c iu kin

    P (A|B) = ( )( )

    P ABP B

    ( P(B) >0 )

    P (AB) = P(A|B) . P(B)

    .A B A B .A B A B P(A+B+C) = P(A) + P(B) + P(C) P(AB) P(BC) P(AC) + P(ABC)

    XS y :

    P(A) = 1

    ( | ). ( )n

    i ii

    P A B P B

    Bayes:

    P (Bi|A) = ( | ). ( )

    ( )i iP A B P B

    P A

    Phn II.

    P (X=XK) = PK P (a X < b) = 2i ix p ; a XK < b Hm mxs: f(x) = F(x) f(x) 0 x v ( )f x dx

    = 1 P (a X < b) = ( )b

    a

    f x dx = F(b) F(a) Hm pbxs: F(x) [0;1] x R F(x) = ( )x f x dx

    F(x) l hm khng gim

    E (X) = i ix p = ( )xf x dx

    E (g(x)) = . ( )ip g x = ( ). ( )g x f x dx

    E (X2) = 2i ix p = 2 ( )x f x dx

    V (X) = E (X2) E2 (X)

    Mod X = x0 f(x) t GTLN ti x = x0 Med X = xi F (xi) 0.5 < F (xi+1) Med X = x0 F (x0) = 0.5 Nh thc X ~ B (n,p): PK = (1 )n k n kkC p p

    E (X) = np V (X) = npq np q Mod (X) np +q Siu bi: P (X=m) =

    .m n mM N MnN

    C CC

    E (X) = .n MN

    Var (X) = . . .1

    M N M N nnN N N

    = npq. 1

    N nN

    Poisson PK = .!

    kek

    ( > 0)

    E (X) = Var (X) = Mod X = -1 v nu nguyn Mod X = [] nu khng nguyn 1

  • Hc thng minh ng l mt sch [email protected] https://www.facebook.com/pages/Notbookworms/561803483864811

    L Hng Sn Anh 17 KTN K49 FTU 0166.8589.667 https://www.facebook.com/hosolee.superdevil [email protected]

    Ly tha X ~ E () nu f(x) = 0 x < 0 F (x) = 0 x < 0 = . e-x x 0 = 1 e-x x 0 E (X) = 1/ Var (X) = 1/2 1 Mod X Pp u trn [a,b]

    f (x) = 0 [ , ]1 [ , ]

    x a b

    x a bb a

    F (x) =

    0

    1

    x ax a a x bb a

    x b

    E (X) = 2

    a b Var (X) =

    2( )12

    b a

    Chun X ~ N (;2) 0 () = 0.5 0 (-u) = - 0 (u) u1- = -u P (a x < b) = 0

    b

    - 0 a

    P (|X-| < ) = 95.44% 299.74% 3

    (kx) ~ N (k; k22) (x+a) ~ N (+a; 2) 2 bin c lp X1 + X2 ~ N (1 + 2; 2 21 2 ) BNN 2 chiu P (x1 X x2 , y1 Y y2) = F(x1,y1) + F(x2,y2) - F(x1,y2) - F(x2,y1) f (x,y) = 2 ( , )

    .F x yx y

    F (x,y) = ( , ) .yx

    f x y dx dy

    f1 (x) = ( , )f x y dy f2 (y) = ( , )f x y dx

    X; Y c lp ri rc: Pij = P(xi) . P(yj) Lin tc: f(x,y) = f1(x). f2(y) F(x,y) = F1(x). F2(x) Cov (X;Y) = E(XY) E(X). E(Y) Ri rc: E (XY) = xi yj pij Lin tc: E (XY) = . ( , ) .xy f x y dx dy

    H s tng quan ( ; )

    .xy x y

    Cov X Y

    |xy| 1 c lp: xy = 0

    Ch : Khi nh thc c n 20 v p 0.1 AD cng thc Poisson vi = np

    Khi nh thc c n > 5 v 1 1 0.3

    1p p

    p p n

    AD cng thc pp Chun vi = np v 2 = npq

    P (X = x) = 1 x npnpq npq

    P (a X b) = 0 0b np a npnpq npq 2

  • C LNG : X ~ N(, 2) Khi bit 2 Khi cha bit 2

    L trung bnh tng th N(0,1)~)(

    XU 1)-T(n~)(S

    nXT

    Khong tin cy i xng22

    Un

    XUn

    X )1(2

    )1(

    2

    nn tn

    SXtn

    SX

    di tin cy2

    U

    n ; I = 2 )1(

    2

    ntn

    S

    ; I = 2

    Khong tin cy ti a

    Un

    X )1( ntn

    SX

    Khong tin cy ti thiu

    U

    nX )1( nt

    nSX

    Kch thc mu o

    oUn

    2

    22/ )

    .('

    o

    Un

    )1(

    2

    ntn

    S

    o2

    )1(2/ ).('

    o

    ntSn

    di tin cy i xng I Io

    22/ ).2

    ('o

    Un

    2)1(

    2/ ).2('o

    n

    ItSn

    Khi bit Khi cha bit

    L phng sai tng th 2 )(22

    2*2 ~ nnS

    ))1((22

    22 ~)1( nSn

    Vi tin cy 1- cho trcKhong tin cy 2 pha

    )(2

    21

    2*2

    )(2

    2

    2*

    nn

    nSnS

    )1(2

    21

    22

    )1(2

    2

    2 )1()1(

    nn

    SnSn

    Khong tin cy ti a )(21

    2*2

    n

    nS

    )1(21

    22 )1(

    n

    Sn

    Khong tin cy ti thiu )(2

    2*2

    n

    nS

    )1(2

    22 )1(

    n

    Sn

    Khong tin cy ti a:

    U)1(

    nff

    fp

    Khong tin cy ti thiu:

    U)1(

    nff

    fp

    Xc nh kch thc mu

    L t l tng th

    N(0,1)~)1(

    )(ffnpfU

    Khong tin cy i xng

    22

    U)1(

    U)1(

    nff

    fpn

    fff

    2

    U)1(

    nff

    di khong tin cy x:I = 2

    o2

    0

    2/.U)1('

    ff

    n

    I Io 2

    0

    2/.U)1(2'

    ff

    n

    Sai s ca c lng

    Sai s ca c lng

    [email protected]://www.facebook.com/pages/Notbookworms/561803483864811

    c thng minh H ng l mt sch

    L H ng Sn Anh 17 K49 FTU https://www.facebook.com/hosolee.superdevil hosolee1@

    KTN gmail.com

    Phn III:

    3

  • Hc thng minh ng l mt sch [email protected] https://www.facebook.com/pages/Notbookworms/561803483864811

    L Hng Sn Anh 17 KTN K49 FTU 0166.8589.667 https://www.facebook.com/hosolee.superdevil [email protected]

    K hiu trong kq ca my tnh CASIO: S* = xn (my 570 ES) = x (570 ES plus) S = xn-1 = s

    T BNN gc X c E (X) = m v V (X) = 2, mu nn kch thc n: E ( X ) = m ; V ( X ) = Se2( X ) = 2n

    * Trung v: + Ri rc: n chn Xd l 2 gi tr chnh gia n l: Xd = gi tr th 1

    2n

    + Ghp lp: Xd = L + 0.5.

    dX

    n Shn

    L: gii hn di lp cha trung v n: kch thc mu S: tng tn s lp ng trc lp cha trung v

    dXn : tn s ca lp cha trung v

    h: di lp cha trung v.

    * Mt: X0 = gi tr tn s ln nht Nu ghp lp: X0 = L + h. 11 2

    dd d

    L: Gii hn di ca lp cha mt n: di lp cha mt d1: tn s lp cha mt tn s lp ng trc d2: tn s lp cha mt tn s

    lp ng sau

    * H s bin thin: CV = 100. SX

    L 2 tham s ca BNN

    Hiu 2 k vng nh 1 tham s: thay X -> 1 2X X v -> 1 2

    * bit 2 21 2; : thay n

    -> 2 21 2

    1 2n n

    * Cha bit 2 21 2;

    coi 2 21 2 : thay (n-1) -> n1+n2-2 v Sn

    -> SP. 1 2

    1 1n n vi SP =

    2 21 1 2 2

    1 2

    ( 1). ( 1).2

    n S n Sn n

    coi 2 21 2 : thay Sn

    -> 2 21 2

    1 2

    S Sn n

    v (n-1) -> 1 22 22 1

    ( 1)( 1)( 1) (1 ) ( 1)

    n nn C C n

    vi

    21

    12 2

    1 2

    1 2

    SnC

    S Sn n

    Hiu 2 xc sut nh 1 tham s: thay p -> p1 p2 Thay (1 )f f

    n

    -> Sf = 1 1 2 21 2

    (1 ) (1 )f f f fn n

    4

  • Hc thng minh ng l mt sch [email protected] https://www.facebook.com/pages/Notbookworms/561803483864811

    L Hng Sn Anh 17 KTN K49 FTU 0166.8589.667 https://www.facebook.com/hosolee.superdevil [email protected]

    T s 2 phng sai Thng k F = 2 22 12 21 2

    .SS

    ~ F (n2 1; n1 1)

    KTC 2 pha: P ( 2 12

    ( 1; 1)12 12 2

    . n nS fS

    <

    2122

    < 2 12

    ( 1; 1)122 2

    . n nS fS

    ) = 1 , ,1

    1n mn mf f

    KTC bn phi: P ( 2 1

    2( 1; 1)1

    122

    . n nS fS

    <

    2122

    ) = 1 KTC bn tri: P ( 2122

    < 2 12

    ( 1; 1)122

    . n nS fS

    ) = 1 Phn IV: KIM NH

    Cc quy tc cn nh

    1. H0 lun lun c du =

    2. C 2 cch nhn xt H0, H1, nhng phi ty thuc vo yu cu bi a ra kt lun.

    Nu qs W bc b H0 Chp nhn H1

    Nu qs W cha c c s bc b H0 Bc b H1

    Cc dng bi thng dng

    Dng 1. ni l nh nhau (khng thay i, khng khc nhau) H0: a = b H1: a b Nu qs W bc b H0 Kt lun: l khc nhau (thay i) Nu qs W cha c c s bc b H0 Kt lun: cha c c s bc b l khc nhau (thay i)

    Dng 2. ni l c s khc nhau (thay i) H0: a = b H1: a b Nu qs W chp nhn H1 Kt lun: c s khc nhau (thay i) Nu qs W bc b H1 Kt lun: k c s khc nhau (thay i)

    Dng 3. ni l a > b (a b (a b (a b (a

  • KIM NH X ~ N(, 2)Khi bit 2 Khi cha bit 2

    Kim nh trung bnh ()Tiu chun K: )( n

    XU

    )(S

    nXT

    Ho: = oH1: o

    W = (-,-U/2) (U/2, +) ),(),( )1( 2/)1(

    2/ nn ttW

    Ho: = oH1: > o

    W = (U, +) ),( )1( ntW Ho: = oH1: < o

    W = (-,-U) ),( )1( ntW

    Kim nh phng sai (2) Kim nh t l tng th

    Tiu chun K: 2

    22 )1(

    o

    Sn

    Tiu chun K: N(0,1)~)1(

    )( 0oo ppnpfU

    Ho:22o

    H1:22o

    ),(),0( )1(22

    )1(2

    21

    nnW

    Ho: p = poH1: p po

    ),(),( 2/2/ UUW

    Ho:22o

    H1:22o

    ),( )1(2 nW

    Ho: p = poH1: p > po

    ),(

    UW

    Ho:22o

    H1:22o

    ),0( )1(21

    nW

    Ho: p = poH1: p < po

    ),(

    UW

    Kim nh 2 trung bnhX1 ~ N(1,

    21 ) ; X2 ~ N(2,

    22 )

    Kim nh 2 t lX1 ~ N(1,

    21 ) ; X2 ~ N(2,

    22 )

    TCK: N(0,1)~

    2

    22

    1

    21

    21

    nS

    nS

    XXU

    TCK:

    )11)(1(21

    21

    nnff

    ffU

    1

    11 n

    mf ;2

    22 n

    mf ;21

    21

    nnmmf

    Ho: 1 = 2H1: 1 2

    W = (-,-U/2) (U/2, +)Ho: p1 = p2H1: p1 p2

    ),(),( 2/2/ UUWHo: 1 = 2H1: 1 > 2

    W = (U, +)Ho: p1 = p2H1: p1 > p2

    ),(

    UWHo: 1 = 2H1: 1 < 2

    W = (-,-U)Ho: p1 = p2H1: p1 < p2

    ),(

    UW

    Kim nh phng sai hai tng th X1 ~ N( 21 1, ) , X2 ~ N( 22 2, )

    Kim nh tnh c lp ca 2 bin nh tnh . .

    1 . .

    : c l p

    : ph thu coH X v Y

    H X v Y u

    Tiu chun kim nh:

    2ij2

    ,( 1)i j i j

    nn

    n m

    2( 1).( 1)( ; )k hW

    Tiu chun kim nh: 2

    122

    SFS

    2 21 22 2

    1 1 2

    :

    :oH

    H

    1 2( 1; 1)( ; )n nW f

    2 21 22 2

    1 1 2

    :

    :oH

    H

    1 2( 1; 1)

    1(0; )n nW f

    Kim nh bin ngu nhin c phn phi chun

    , ?

    , ?

    1

    : i chu n

    : i chu n

    oH X c ph n ph

    H X kh ng c ph n ph

    Tiu chun kim nh:

    2 23 4( 3)[ ]6 24a a

    JB n

    3 4

    3 43 4

    ( ) ( )1 1;i i i ii i

    x x n x x na a

    n ns s

    2(2)( ; )W

    2 21 22 2

    1 1 2

    :

    :oH

    H

    1 2 1 2( 1; 1) ( 1; 1)

    12 2

    (0; ) ( ; )n n n nW f f

    [email protected]://www.facebook.com/pages/Notbookworms/561803483864811

    c thng minh H ng l mt sch

    L H ng Sn Anh 17 K49 FTU https://www.facebook.com/hosolee.superdevil hosolee1@

    KTN gmail.com

    6

  • Hc thng minh ng l mt sch [email protected] https://www.facebook.com/pages/Notbookworms/561803483864811

    L Hng Sn Anh 17 KTN K49 FTU 0166.8589.667 https://www.facebook.com/hosolee.superdevil [email protected]

    Mnh s c gng ht sc c th gii p mi thc mc lin quan n mn hc XSTK ny cho cc bn. Cc bn lin lc vi mnh qua: - email [email protected] - facebook https://www.facebook.com/hosolee.superdevil

    Ngoi ra, trong nm hc, c 2 thng, mnh s m lp t 20 25 ngi/ lp n thi mn ny. Nu bn no gp kh khn trong vic t hc, bn c th lin h vi mnh ng k lp hc. Chc cc bn t kt qu cao trong mn hc ny ^^

    7