He Thong Cong Thuc Mon Nguyen Ly Thong Ke1

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    Ti liu n tp HP Nguyn l thng k 2013

    SV: Ng ThLinh HaKT 4D - QUI Page 1

    N TP MN NGUYN L THNG KChng I: Cc khi nim vthut ng.

    Phn tvi cc khong cch tbng nhau.

    max mini i

    i

    X Xh

    n

    Trong :

    ih : Trskhong cch t.

    maxiX : Lng bin ln nht ca tiu thc phn t.

    miniX : Lng bin nhnht ca tiu thc phn t.

    n : Stcn chia.Cc bc phn tthng k:

    Bc 1: La chn tiu thc phn t.Bc 2: Xc nh stcn phn v khong cch t.

    Bc 3: Phn phi cc n vvo tng t.Chng II: nh gi thng k.

    STT Tn Cng thcnv

    Ch thch

    1

    Stngi ng

    thi( T GT ),

    (TLH

    T )

    1

    0

    T G

    yT

    y

    1

    iTLH

    i

    yT

    y

    %,pv

    1y : Mc ca hin tng knghin cu.

    0y : Mc ca hin tng kgc.

    T GT : Stng i ng thi nh gc (Tc PT

    nh gc).

    TLH

    T : Stng i ng thi lin hon (Tc PT

    lin hon).

    2

    Stngi khoch( KHT ),

    ( TKT )

    0

    KHKH

    yT

    y

    1TK

    KH

    yT

    y

    Hqu:

    DT KH TKT T T

    DTTK

    KH

    TT

    T

    DTKH

    TK

    TT

    T

    %,pv

    KHT : Stng i nhim vkhoch.

    TKT : Stng i hon thnh khoch.

    KHy : Mc ca hin tng kkhoch.

    0y : Mc thc tca chtiu kgc so snh.

    1y : Mc ca hin tng kbo co.

    3

    Stngi kt

    cu ( KCT )

    bq

    KC

    TT

    yT

    y

    %,pv

    bqy : Mc ca bphn.

    TTy : Mc ca tng th.

    4

    Stngi cng( CDT )

    C

    mT

    n

    % m : Mc ca hin tng cn nh gi phbin.n : Mc ca hin tng no c lin quan.

    5

    Stng

    i khnggian( KGT )

    1

    2

    KG

    xT

    x

    %,

    pv1x : Mc ca hin tng khng gian thnht

    cn phn tch.2x : Mc ca hin tng khng gian thhai

    dng lm c sso snh.

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    6

    Sbnhqun cnggin n

    (X )

    1

    n

    i

    i

    X

    Xn

    vti

    X : Lng bin (i=1, 2, , n)

    n : Sn vtrong tng th.

    7

    Sbnhqun cnggia quyn

    (X )

    1

    1

    n

    i i

    i

    n

    i

    i

    X f

    Xf

    vti

    X : Lng bin (i=1, 2, , n)

    i

    f: Quyn s(Tn s)

    i iX f : Gia quyn

    8

    Trsgia

    ( gX )

    ax min

    2m

    g

    X XX

    (vi lng bin c khongcch t)

    vtaxmX : Lng bin ln nht ca t.

    minX : Lng bin nhnht ca t.

    9

    Sbnhqun

    chung tcc s

    bnh qunt(

    tX )

    1

    1

    k

    i i

    it k

    i

    i

    X n

    X

    n

    vti

    X : Sbnh qun ti.

    in : Quyn shoc sn vti.

    K: Slng t.

    10

    Sbnhqun iuho giaquyn

    (X )

    1

    1

    n

    i

    i

    ni

    i i

    M

    XM

    X

    Khi c:

    1 2 ... nM M M M

    th:

    1

    1n

    i i

    nX

    X

    vti i iM X f : Gia quyn.

    (Vn dng khi cha bit tn shay tn sn)

    11

    Sbnhqun nhngin n

    (X )

    1

    1 2 3. . .....

    n

    ni

    i

    nn

    X X

    X X X X

    vti

    X : Lng bin (i=1, 2, 3,,n)

    n : Sn v( Slng bin).

    12

    Sbnhqun nhngia quyn

    (X )

    1

    21

    1

    1 2. .....

    n

    ii

    i

    n

    i

    ii

    nff

    i

    i

    ff f fn

    n

    X X

    X X X

    vti

    X : Lng bin (i=1, 2, 3,,n)

    if: Tn stngng.

    13

    Strung v(MEDIAN - eM)

    +)Vi dy sclng bin khngc khong ccht:

    *2 1, e qn k k N M x ( q l tgia) *2 ,

    2

    q p

    e

    x xn k k N M

    ( ,q p l tgia)

    +)Vi dy slng bin ckhong cch t:

    *Xc nh tcha eM : Cng dn tn sn khi no bng hoc vt qu2

    if

    th dng.

    *Gi trgn ng ca strung vc xc nh theo cng thc:

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    min

    12

    e

    e e

    e

    i M

    e M M

    M

    f SM X h

    f

    Trong :

    mineMX : Gii hn di ca tcha trung v.

    eM

    h : Trskhong cch tca tcha trung v.

    eMf :Tn sca tcha trung v.

    1eMS : Tng tn sca tng trc tcha trung v.

    1

    n

    i

    i

    f

    : Tng tn s.

    14

    SMt (MODE - oM)

    +)Vi dy slng bin khngc khong ccht:

    axmo fM X

    (Mt l lng bin ln nht trong dy lng bin)

    +)Vi dy lngbin c khongcch t:

    -)TH c khong cch tu nhau:

    *Tcha mt l tc tn sln nht maxf

    T .

    *Gi trgn ng ca mt c tnh theo cng thc:

    min1

    1 1

    o o

    o o

    o o o o

    M M

    o M M

    M M M M

    f fM X h

    f f f f

    Trong :

    minoM

    X :Gii hn di ca tcha Mt.

    oMh : Trskhong cch tca tcha Mt.

    oMf :Tn sca tcha Mt.

    1oMf : Tn sca tng sau tcha Mt.

    1oMf : Tn sca tng trc tcha Mt.

    -)TH khong cch tkhng u nhau:

    *Tcha Mt l tc mt phn phi l ln nht PPmax

    MT .

    i

    iPP

    i

    fM

    h

    Trong :

    iPPM : Mt phn phi ca ti.i

    f: Tn sca ti.

    ih : Trskhong cch tca ti.

    *Gi trgn ng ca Mt c tnh:

    min1

    1 1

    M Moo

    o o

    M M M Mo o o o

    PP PP

    o M M

    PP PP PP PP

    M MM X h

    M M M M

    Trong :

    minoM

    X :Gii hn di ca tcha Mt.

    oM

    h : Trskhong cch tca tcha Mt.

    MoPPM : Mt phn phi tcha Mt.

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    1MoPPM : Mt phn phi ttrn tcha Mt.

    1MoPPM : Mt phn phi tdi tcha Mt.

    15

    Khongbin thin

    (khong

    chnh lch)(R )

    ax minmR X X vt axmX : Lng bin ln nht.

    minX : Lng bin nhnht.

    16

    lchtuyt i

    bnh qun

    ( e )

    +)TH khng c quyn s:

    1

    n

    i

    i

    X X

    en

    +)TH c quyn s:

    1

    1

    .n

    i i

    i

    n

    i

    i

    X X f

    e

    f

    vti

    X : Lng bin.

    X : Trung bnh cng ca cc lng bin.

    if: Tn s.

    17Phng sai

    ( 2 )

    +)TH khng c quyn s:

    2

    2 1

    n

    i

    i

    X X

    n

    +)TH c quyn s:

    2

    2 1

    1

    n

    i i

    i

    n

    i

    i

    X X f

    f

    iX : Lng bin.

    X : Trung bnh cng ca cc lng bin.

    if: Tn s.

    18 lchchun ( )

    2

    19Hsbin

    thin

    100e

    eV

    X

    100VX

    20

    Cc tham sbiu thhnh dng ca tham s:

    Cch 1: So

    snh 3 chtiu ctrng.

    +)Nu ng cong phn phi i xng th:

    e oX M M

    +)Nu ng cong phn phi lch phi th:

    e oX M M

    +)Nu ng cong phn phi lch tri th:

    e oX M M

    Cch 2: Tnhhkhng ixng.

    oA

    X MK

    *Khi AK >0 l phn phi lch phi.

    *Khi AK

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    Tng thchung vtng thmu

    Chtiu Tng thchung Tng thmuQuy m N n

    Sbnh qun X Tltheo mt tiu thc p f

    Phng sai 2 2 2X 22 2

    o X X

    Phng sai ca tng thmu:

    22

    2 i i i i

    o

    i i

    X n X n

    n n

    Cch chn ngu nhin slng n vca tng thmu ( n ):

    +)Cch 1: Chn hon li (chn lp):

    Slng mu khng hnh thnh: nQ N (mu)

    +)Cch 2: Chn khng hon li (chn khng lp):

    Slng mu c hnh thnh l:

    !

    ! !

    NQ

    N n n

    (mu)

    -Vi 2, ,p l bnh qun, tl, phng sai ca tng thchung.

    -Vi 2, ,i i iX f l bnh qun, tl, phng sai ca mu thi (i=1,2,3,,q)

    Chn hon li(Chn nhiu ln) Chn khng hon li(Chn 1 ln)

    Phng sai cc bnhqun mu

    22

    X n

    22 1

    X

    n

    n N

    Phng sai cc tlmu

    2 1f

    p p

    n

    2 1 1fp p n

    n N

    -Kvng cc bnh qun mu: iE x

    -Kvng cc tlmu: iE f p

    Sai schn mu:

    Cch chnSuy rng

    Chn hon li(Chn nhiu ln)

    Chn khng hon li(Chn 1 ln)

    Bnh qun

    Tng th2

    X n

    Tng th

    2

    1X

    n

    n N

    Mu2

    1

    o

    X n

    Mu

    2

    11

    o

    X

    n

    n N

    Tl Tng th 1

    p

    p p

    n

    Tng th

    11

    p

    p p n

    n N

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    Mu 1

    1f

    f f

    n

    Mu

    11

    1f

    f f n

    n N

    , pX : Cc sai sbnh qun chn mu khi c lng sbnh qun v tl.

    Bi ton c bn ca iu tra chn mu.

    *Cng thc tng qut:

    . 2

    . 2

    X X

    p p

    P X z z

    P f p z z

    (*)

    Vi.

    ..

    X X

    p f

    zz

    z

    (**)

    -i lng .X Xz v .p fz c gi l phm vi sai schn mu, zc gi l hstin cy.

    -Nu 30n th ,i iX fc xem nh phn phi chun vi 2

    2

    0

    1

    2

    tz

    z e dt

    . Cc gi trca hm c

    cho bng tnh sn (Bng phn phi chun ho N(0:1)).

    -Nu 30n thi

    X c xem nh phn phi theo quy lut Student.

    Dng T n Tm tt Cch gii

    Biton 1

    Suy rng tiliu iu trachn mu.

    Bi ton tm&p bit

    ...P a

    Tgithit tnh (*) v (**) :+)Suy rng bnh qun:

    X XX X

    +)Suy rng tl:

    p pf p f

    Bi

    ton 2

    Tm xc sut(tin cy)khi suy rngti liu iutra chnmu.

    Bi ton tm

    ... ?P bit

    &X p

    Tcng thc (**) ta c:

    ? ... 2 ?

    X

    X

    p

    f

    z

    z P z

    z

    Trong :

    X : Phm vi sai schn mu bnh qun.

    p : Phm vi sai schn mu tl.

    z: Hstin cy.

    Biton 3

    Tnh slng n vtng thmu( n )

    Bi ton tm n

    bit ...P av

    Theo githit ta suy ra:

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    2

    2

    2

    2

    ... 2 ? ?

    ?

    X X

    p p

    o

    P z z z

    n

    f

    Vi n c tnh nh sau:Suy rng Chn hon li Chn khng hon li

    Bnhqun

    2 2

    2

    X

    zn

    2 2

    2 2 2

    X

    Nzn

    N z

    Tl 2

    2

    1

    p

    z p pn

    2

    2 2

    1

    1p

    Nz p pn

    N z p p

    Nu hin tng nghin cu c phn phi chun th c thc tnh lch tiu chun theo khong bin thin:

    Ta c: ax min 3 3mR X X

    Theo quy tc 3 , nu 2,x N th hu ht cc gi trX sai lch vi khng qu 3 ln

    ax min

    6

    mX X

    Cc phng php chn mu ngu nhin

    Chn mu ngu nhin n gin

    Chn lp Chn khng lp Ch gii

    22

    X X n

    2 1

    X

    n

    N

    n

    2

    o : Phng sai ca tng thmu iu tra.

    2 : Phng sai ca tng thchung.n : Sn vca tng thmu.N : Sn vca tng thchung.2

    1

    o

    X n

    2 1

    1

    o

    X

    n

    N

    n

    Chn mu hthng (chn my mc)

    Nd

    n

    Trong :d: Khong cch chn.N : Slng n vtng thchung.n : Slng n vtng thmu.

    Chn mu phn loi (phn loi)

    Cng thc tnh sai sbnh qun chn mu:

    Cch 1: Chia u slng cc n vca tng thmu cho st( in )

    Chn lp Chn khng lp

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    Suy rngbnh qun

    2 21 i iX

    i

    N

    N n

    2 211i i i

    X

    i i

    N n

    N n N

    Suy rngtl

    211 i i if

    i

    p p N

    N n

    2111i i i i

    f

    i i

    p p N n

    N n N

    Trong : i : Sai sbnh qun chn mu ca ti.

    iN : Sn vtrong ti.

    Cch 2: Chia slng n vca tng thmu theo tlslng n vca tng ttrong tng thchung.Slng n vtng thmu c chia cho stth i l:

    ii

    Nn n

    N

    Chn lp Chn khng lp ViSuy rng

    bnh qun

    2

    X n

    2

    1X

    n

    n N

    2

    2 i i

    i

    N

    N

    Suy rngtl

    1f

    p p

    n

    11f

    p p n

    n N

    11

    i i

    i

    p p Np p

    N

    Cch 3: Chia slng n vca tng thmu theo tlslng n vca tng ttrong tng thchungv lch chun ca tng ttrong tng thchung. Slng n vtng thmu c chia cho stth il:

    i ii

    i i

    Nn nN

    Chn lp Chn khng lp

    Suy rngbnh qun

    2 21 i i

    X

    N

    N n

    2 21

    1i i

    X

    N n

    N n N

    Suy rngtl

    11 i i if

    p p N

    N n

    111

    i i i

    f

    p p N n

    N n N

    Chn mu ckhi (mu chm)

    Cng thc Ch gii

    Suyrngbnhqun

    2

    1

    X

    X

    R r

    r R

    +) Nu sn vcc khi khng bng nhau:

    2

    2.i i i

    X

    i

    x x n

    n

    +)Nu sn vcc khi bng nhau:

    2

    2 i

    X

    x x

    r

    2

    X : Phng sai gia cc sbnh qun khi

    c chn.

    ix : Sbnh qun ca mi khi c chn

    (i=1,2,,r).

    x : Sbnh qun ca cc khi c chn.

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    Suyrng t

    l

    11

    r r

    f

    f f R r

    r R

    +)Nu sn vcc khi khng bng nhau:

    i i

    r

    i

    f nf

    n

    +)Nu sn vcc khi bng nhau:

    i

    r

    ff

    r

    rf : Tlbnh qun ca cc khi c chn.

    Vi 1,2,...,i r l tlca mi khi cchn.

    Chng IV: KIM NH GITHUYT

    Githuyt thng k.

    Cp githuyt:

    0

    1 0

    H : Gi thuyt gc

    H : Gi thuyt i ca H

    TH Cng thc Hnh minh ho Ni dungKimnh 2pha

    0 0

    1 0

    :

    :

    H

    H

    Bc bgithuyt 0H khi tham sc trng

    ca mu cao hn hoc thp hn so vi githit vtng thchung. Min bc bnm pha tri v pha phi ca ng phn phi.

    Kimnhphatri

    0 0

    1 0

    :

    :

    H

    H

    Bc bgithuyt 0H khi tham sc trng

    ca mu nhhn mt cch ng kso vigi trca githuyt 0H . Min bc bnm

    ph tri ca ng phn phi.Kim

    nhphaphi

    0 0

    1 0

    :

    :

    H

    H

    Bc bgithuyt0

    H khi tham sc trng

    ca mu ln hn mt cch ng kso vi gitrgithuyt 0H . Min bc bnm pha

    phi ca ng phn phi.Sai lm v mc ngha trongkim nh.

    Khi la chn gia 2 githuyt 0 1&H H ta c thmc phi 2 loi sai lm sau:

    Sai lm loi 1: Bc bgithuyt 0H khi githuyt ny ng. Sai lm loi 2: Tha nhn gia thuyt 0H khi n sai. (nguy him hn v sai li tha nhn l ng).

    Kt lunThc t

    Chp nhn 0H Chp nhn 1H

    0H ng Kt lun ng Sai lm loi 1

    0H sai Sai lm loi 2 Kt lun ng

    : Mc ngha (Xc sut mc sai lm loi 1).

    : Mc ngha (Xc sut mc sai lm loi 2).

    1 : Lc lng ca kim nh (Xc sut bc b 0H khi 0H sai)

    Thng thng, c ly bng 0,01 (1%), 0,02 (2%), 0,05 (5%), Tmc ngha kim nh c thxc

    nh min bc bgithuyt 0H v min tha nhn.

    Mi n tha nhn

    Mi n tha nhn

    Mi n tha nhn

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    CC BC TIN HNH KIM NH GITHUYT THNG K:

    1. Xy dng cp githuyt: 0H v 1H .2. Xc nh mc ngha (Xc sut mc sai lm loi 1).3. Chn tiu chun kim nh.4. Tnh gi trtiu chun kim nh (z)

    Kt lun:

    Nu Z min bc b: Bc b 0H , chp nhn 1H . Nu Z min bc b: cha c sbc b 0H (chp nhn githuyt 0H ).

    KIM NH V SO SNH STRUNG BNH

    *)Kim nh githuyt vgi trtrung bnh ca 1 tng thchung.

    1

    Phng sai ca tng thchung bit (

    2

    bit)Tiu chun kim nh:

    0

    X nZ

    i lng (Z) phn phi theo quy lut chun ho N(0,1), c cc TH sau:Kim nhpha phi

    0 0

    1 0

    :

    :

    H

    H

    Nu 0,5Z Z Bc b 0H , chp

    nhn 1H

    Kim nhpha tri

    0 0

    1 0

    :

    :

    H

    H

    Nu 0,5 Z Z Bc b 0H , chp

    nhn 1H

    Kim nhhai pha

    0 0

    1 0

    :

    :

    H

    H

    Nu 0,5 2Z Z Bc b 0H , chp

    nhn 1H

    2

    Phng sai ca tng thchung cha bit ( 2 cha bit), mu ln ( 30)n Tiu thc kim nh:

    00

    X nZ

    Vi 20 01

    n

    n

    0 : lch tiu chun mu

    iu chnh.

    Kt lun: (nh phn trn)

    3

    Phng sai ca tng thchung cha bit (

    2

    cha bit), mu nh ( 30)n Tiu thc kim nh:

    0

    X nt

    S

    Vi S(hay 0 ): lch

    chun mu iu chnh.

    i lng ( t) sphn phi theo quy lut Student vi 1n bc tdo, ccc TH sau:

    Kim nhpha phi

    0 0

    1 0

    :

    :

    H

    H

    Nu , 1 nt t Bc b 0H , chp

    nhn 1H

    Kim nhpha tri

    0 0

    1 0

    :

    :

    H

    H

    Nu , 1 nt t Bc b 0H , chp

    nhn 1H

    Kim nhhai pha

    0 0

    1 0

    :

    :

    H

    H

    Nu 2, 1 nt t Bc b 0H , chp

    nhn 1H *)Kim nh 2 gi trtr ung bnh ca 2 tng thchung (2 mu c lp)

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    SV: Ng ThLinh HaKT 4D - QUI Page 11

    1 bit phng sai ca 2 tng thchung ( 2 21 2

    , bit)

    Tiu thc kim nh:

    1 2

    2 2

    1 2

    1 2

    X XZ

    n n

    2

    1 1 1

    2

    2 2 2

    ,

    ,

    X N

    X N

    , c cc TH sau:

    Kim nh

    pha phi

    0 0

    1 0

    :

    :

    H

    H

    Nu 0,5Z Z Bc b 0H ,

    chp nhn 1H

    Kim nhpha tri

    0 0

    1 0

    :

    :

    H

    H

    Nu 0,5 Z Z Bc b 0H ,

    chp nhn 1H

    Kim nhhai pha

    0 0

    1 0

    :

    :

    H

    H

    Nu

    0,5 2Z Z Bc b 0H ,

    chp nhn 1H

    2 bit phng sai ca 2 tng thchung, mu ln ( 2 21 2

    , bit; 1 230, 30 n n )

    Tiu thc kim nh:

    1 2

    1 2

    2 2

    0 0

    1 2

    X X

    Z

    n n

    Kt lun: (nh phn trn)

    3 Cha bit phng sai ca 2 tng thchung, mu nh( 2 21 2, cha bit; 1 230, 30 n n )

    Tiu thc kim nh:

    1 2

    2 2

    1 2

    X Xt

    s s

    n n

    1 2

    2

    1 2

    1 1

    X X

    sn n

    ;

    Vi 2s l gi trchung ca 2

    phng sai mu1 2

    2 2

    0 0, :

    1 2

    2 2

    1 0 2 02

    1 2

    1 1

    2

    n ns

    n n

    C2 tng thchung c phn phi chun th tc phn phi Student

    vi 1 2 2 n n bc tdo, c cc TH sau:Kim nhpha phi

    0 0

    1 0

    :

    :

    H

    H

    Nu

    1 2, 2

    n nt t

    Bc b 0H ,

    chp nhn 1H

    Kim nh

    pha tri0 0

    1 0

    :

    :

    H

    H

    Nu

    1 2, 2 n nt t

    Bc b 0H ,

    chp nhn 1H

    Kim nhhai pha

    0 0

    1 0

    :

    :

    H

    H

    Nu

    1 22, 2

    n nt t

    Bc b 0H ,

    chp nhn 1H

    *)Kim nh 2 gi trtr ung bnh ca 2 tng thchung ( 2 mu phthuc)

    So snh 1 2, Xt lch trung bnh d .

    Tiu chun kim nh: 0

    0

    d

    d nt

    Trong :22

    2

    0 0

    .

    1 1 1

    d d

    i

    i

    dd

    n

    dn n d

    n n n

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    2

    1 1 1

    2

    2 2 2

    ,

    ,

    X N

    X N

    , c cc TH sau:

    Kim nhpha phi

    0 0

    1 0

    :

    :

    H

    H

    Nu

    , 1 nt t Bc b 0H , chp

    nhn 1H Kim nhpha tri

    0 0

    1 0

    :

    :

    H

    H

    Nu , 1 nt t Bc b 0H , chp

    nhn 1H

    Kim nhhai pha

    0 0

    1 0

    :

    :

    H

    H

    Nu 2, 1

    n

    t t

    Bc b 0H , chp

    nhn 1H

    *)Kim nh tl(p)

    1 Kim nh githuyt vtlca tng thchung

    K p dng: n ln 0 0. 5 1 5 n p n p Tiu thc kim nh:

    0

    0 01

    f p nZ

    p p

    Vi xn

    fn

    Ta c cc TH sau:Kim nhpha phi

    0 0

    1 0

    :

    :

    H

    H

    Nu 0,5Z Z Bc b 0H , chp

    nhn 1H

    Kim nhpha tri

    0 0

    1 0

    :

    :

    H

    H

    Nu 0,5 Z Z Bc b 0H , chp

    nhn 1H

    Kim nhhai pha

    0 0

    1 0

    :

    :

    H

    H

    Nu

    0,5 2Z Z Bc b 0H , chp

    nhn 1H

    2 Kim nh 2 tlca 2 tng thchung

    K p dng: Khi 1 2,n n ln 1 1 1 1 2 2 2 2; 1 ; ; 1 5 n f n f n f n f Zphn phi chun (0,1)N

    Tiu thc kim nh:

    1 2

    1 2

    1 11

    f fZ

    f fn n

    Vi:

    1 21 1 2 2

    1 2 1 2

    x x

    n nn f n f f

    n n n n

    xk

    k

    k

    nf

    n

    Zvn c phn phi xp xchun N(0,1). Vi mc ngha cho trc, tavn kt lun nh trn.

    Chng V: Dy sthi gian

    SBNH QUN CNG THEO THI GIAN

    1

    Dy sthi k

    1

    n

    i

    i

    y

    yn

    Trong :( 1,2,..., )iy i n :Mc thi.

    n : Sthi k.

    2 Dy sthi im TH khong cch thi gian bng nhau

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    12 1...

    2 2

    1

    nn

    yyy y

    yn

    Trong :( 1,2,..., )iy i n :Mc thi.

    n : Sthi k.

    TH khong cch thi gian khng bng nhau1

    1

    .n

    i i

    in

    i

    i

    y t

    y

    t

    Trong :( 1,2,..., )

    i

    y i n :Mc thi.

    n : Sthi k.

    it : khong thi gian c mc iy .

    LNG TNG (GIM) TUYT I

    1

    Lng tng (gim) tuyt i lin hon

    1i i iy y iy : Mc tuyt i thi gian

    ( 2,3,..., )i i n .

    1iy : Mc tuyt i thi gian 1i

    +) 1i iy y th 0i : Phn nh quy m

    hin tng tng.+) 1i iy y th 0i : Phn nh quy m

    hin tng gim.

    2Lng tng (gim) tuyt i nh gc

    1i iy y i

    y : Mc tuyt i thi gian ( 2,3,..., )i i n .

    1y : Mc tuyt i thi ku.

    3

    Lng tng (gim) tuyt i bnh qun

    2 1

    1 1 1

    n

    i

    i n ny y

    n n n

    Chtiu ny c ngha khi cc lng tng (gim) tuyt i lin honxp xnhau, ngha l trong sut thi knghin cu, hin tng tng(gim) vi mt lng tng i u.

    4

    Mi lin hgia lng tng (gim) tuyt i lin hon v lng tng (gim) tuyt i nh gc.

    1

    n

    i n

    i

    TC PHT TRIN

    1

    Tc pht trin lin hon

    1

    ii

    i

    yt

    y i

    y : Mc tuyt i thi gian ( 2,3,..., )i i n .

    1iy : Mc tuyt i thi gian 1i

    2

    Tc pht trin nh gc

    1

    ii

    yT

    y i

    y : Mc tuyt i thi gian ( 2,3,..., )i i n .

    1y : Mc tuyt i thi ku.

    3

    Tc pht trin bnh qun

    1 11 12 3

    2 1

    . .....n

    nn nn ni n i n

    i

    yt t t t t T

    y

    Chtiu ny c ngha khi cc tc pht trin linhon xp xnhau, ngha l trong sut thi knghin cu,tc pht trin vi mt lng tng i u.

    4

    Mi lin hgia tc pht trin lin hon v tc pht trin nh gc.

    2

    n

    i n

    i

    t T

    5

    Thng ca 2 tc pht trin nh gc lin nhau

    1

    ii

    i

    Tt

    T

    TC TNG (GIM) TNG I

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    1 Tc tng (gim) tng i lin hon1

    1 1

    1i i ii ii i

    y ya t

    y y

    100i ia t

    2 Tc tng (gim) tng i nh gc1

    1 1

    1i ii iy y

    A Ty y

    100i iA T

    3 Tc tng (gim) tng i bnh qun 1i ia t (ln) 100i ia t (%)

    STNG (GIM) TUYT I NG VI 1% TC TNG (GIM) LIN HON

    1

    1

    (%) 100.100

    i i ii

    ii

    i

    yg

    a

    y

    STNG (GIM) TUYT I NG VI 1% TC TNG (GIM) NH GC

    1 1

    1

    .ons

    .100 100.100

    i ii

    i i

    y yg c t

    y

    PHNG PHP SBNH QUN DI NG (SBNH QUN TRT)

    -Nu tnh sbnh qun trt cho nhm 3 mc , sc:

    1

    1 2 32 2

    2 3 43 3

    2 11 1

    ( ) :

    ( ) :3

    ( ) :

    3...

    ( ) :3

    ( ) :

    n n nn n

    n

    y

    y y yy y

    y y yy y

    y y yy y

    y

    -Nu tnh sbnh qun trt cho nhm 4 mc , sc:

    1

    2

    1 2 3 43 3

    2 3 4 54 4

    4 3 2 12 2

    3 2 11 1

    ( ) :

    ( ) :

    ( ) :4

    ( ) :4

    ...

    ( ) :4

    ( ) :4

    ( ) :

    n n n nn n

    n n n nn n

    n

    y

    y

    y y y yy y

    y y y yy y

    y y y yy y

    y y y yy y

    y

    Tng tvi cc TH khc.

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    PHNG PHP BIN NG THI V

    Chsthi v:

    0

    i

    TVi

    y

    I y

    Trong :

    TViI : Chsthi vca thi gian i .

    iy : Strung bnh cc mc ca cc thi gian cng tn i .

    0y : Strung bnh ca tt ccc mc trong dy s.

    CC PHNG PHP DON THNG K NGN HN (di 3 nm)

    1 Don da vo lng tng (gim) tuyt i bnh qunM hnh don:

    .n L ny y L

    Vi 11

    ny y

    n

    Trong :

    ny : Mc cui cng trong dy sthi gian

    : Lng tng (gim) tuyt i bnh qun.L : Thi gian don (tm xa don).

    2 Don da vo tc pht trin bnh qunM hnh don:

    ( )Ln L ny y t

    Vi 11

    nn

    yt

    y

    Trong :

    ny : Mc cui cng trong dy sthi gian

    : Lng tng (gim) tuyt i bnh qun.L : Thi gian don (tm xa don).

    t: Tc pht trin bnh qun.3 Don da vo hm xu th

    -)T Ptr ng thng: xy a bx

    -)Vn dng trong dy sthi gian ta c Ptr: ty a bt

    -)Xc nh ,a b

    CCH 1: p dng phng php bnh phng nhnht gii Hpt:

    2

    y na b t

    ty a t b t

    CCH 2:

    2

    .

    t

    a y bt

    ty t yb

    M hnh don: n Ly a b t L

    PHN TCH CC THNH PHN CA DY STHI GIAN

    +)Kt hp cng: t t t t y f s z .

    +)Kt hp nhn: . .t t t t y f s z .

    Trong :+) Xu th:

    tf.

    +) Thi v: ts .

    +)Ngu nhin: tz .

    +)Hm xu thc dng: . if t t T

    0 1tf a a t Vi 1,2,3,...t thtthi gian trong dy s.

    1 2

    12 1

    2.. 1

    S na T

    m mm n n

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    n : Snm.

    m : Squ trong nm 4m

    0 1

    . 1

    . 2

    T m na a

    m n

    1 Phn tch cc thnh phn theo kt hp cngSdng cc cng thc sau:

    0 1

    1

    2t j j

    ms s y y a j

    vi 1,2,3,4j

    t t t t z y f s

    iT T . iS t T

    04

    iyy

    i

    i

    yy

    n

    2 Phn tch cc thnh phn theo kt hp nhnSdng cc cng thc sau:

    .t js s H

    j

    mH

    s

    tj

    t

    ys y

    tt

    t

    yy

    s

    .

    tt

    t t

    yz

    f s

    Chng VI: Chs

    PHNG PHP CHS

    +)Phng php chscc th i :

    Chsc thvcht lng

    1

    0

    p

    pi

    p

    Stuyt i: 1 0p p p

    Trong :

    1p : Gi chng ho kbo co.

    0p : Gi chng ho kgc.

    1q : Lng hng ho bn ra kbo co.

    0q : Lng hng ho bn ra kgc.Chsc thv

    slng

    1

    0

    q

    qi

    q

    Stuyt i: 1 0q q q

    +) Phng php chschung I :

    Chstng hp vgi

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    1

    0

    .

    .P

    p qI

    p q

    Trong :

    PI : Chstng hp gi c.

    1p : Gi bn bnh qun 1vsp knghin cu.

    0p : Gi bn bnh qun 1vsp kgc.

    q : Lng hng ha tiu th.

    1.Chstng hp gi cLaspeyres 1 0

    0 0

    .

    .

    L

    p

    p qI

    p q

    Vi: 1

    0

    p

    pi

    p 1 0.pp i p nn ta c:

    1 0

    0 0

    . .

    .

    pL

    p

    i p qI

    p q

    2.Chstng hp gi cPassche1 1

    0 1

    .

    .

    P

    P

    p qI

    p q

    Vi: 1

    0

    p

    pi

    p 10

    p

    ppi

    nn ta c:

    1 1

    0 1

    .

    .P

    P

    p

    p qI

    p q

    i

    Chstng hp vlng hng ha tiu th

    1

    0

    .

    .q

    q pI

    q p

    Trong :

    qI : Chstng hp lng hng tiu th.

    1q v 0q : Lng hng ha tiu thknghin cu v kgc.

    p : Gi bn bnh qun 1 vhh.1.Chstng hp lng hng hatiu thLaspeyres

    1 0

    0 0

    .

    .

    L

    q

    q pI

    q p

    2.Chstng hp lng hng hatiu thPassche

    1 1

    0 1

    .

    .

    p

    q

    q pI

    q p

    Vi: 1

    2

    q

    qi

    q 10

    q

    qq

    i nn ta c:

    1 1

    1 1

    .

    .q

    q

    q p

    I q p

    i

    *)Phng php chslin hp:

    1

    0

    .

    .X

    X YI

    X Y

    Trong :

    XI : Chschung ca chtiu X.

    1X : Chtiu knghin cu.

    0X : Chtiu kgc so snh.

    Y: Chtiu ghp to ra chtiu lin hp.Quy tc: Trong phn tch thng k, mun nghin cu sbin ng ca chtiu cht lng th quyn sthng l chtiu slng c lin quan c cnh knghin cu. Mun nghin cu sbin ng cachtiu slng th quyn sthng l chie tiu cht lng c lin quan c cnh kgc.

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    -)Chslin hp cht lng:

    1 1

    0 1

    .

    .p

    p qI

    p q

    1 1 0 0. .pq p q p q 1 1 0 00 0 0 0

    . .%

    . .

    pq

    pq

    p q p q

    p q p q

    -)Chslin hp vslng:

    0 1

    0 0

    .

    .q

    p qI

    p q

    0 1 0 0. .pq p q p q 0 1 0 00 0 0 0

    . .%

    . .

    pq

    pq

    p q p q

    p q p q

    *)Phng php chstheo chtiu bnh qun:

    1

    0

    X

    XI

    X

    Trong :

    XI : Chtiu bnh qun ca chtiu X.

    1X : Mc bnh qun ca chtiu nghin cu knghin cu.

    0X :Mc bnh qun ca chtiu nghin cu kgc.

    -)Chtiu gi bnh qun ( p ):

    1 1 01

    0 0 0 1

    .

    .pp q qp

    Ip p q q

    Vi:

    1 1 1

    1

    1 1

    .p q pp

    q q

    ; 0 0 00

    0 0

    .p q pp

    q q

    1 0p p p

    0

    % p

    pp

    Vi knghin cu:

    1 0 1.pq p p q

    1 0 10 0 0 0

    .%

    . .

    pq

    pq

    p p q

    p q p q

    -)Chtiu sn lng bnh qun ( q ):

    Mc gi ging nhau

    11

    00

    q

    qqI

    qq

    ;

    Vi:

    1

    1

    qq

    n

    ; 00

    qq

    n

    Mc gi khc nhau:

    1

    0q

    qI

    q

    Vi:

    1 1

    1

    1

    .p qq

    p

    ; 0 00

    0

    .p qq

    p

    Kgc

    1 0 0pq q q p 1 0 00 0 0 0

    %. .

    pq

    pq

    q q p

    p q p q

    HTHNG CHS

    *)Phng trnh kinh t:

    D P Q D : Doanh thu.P: Gi bn.

    Q : Sn lng.WQ N Q : Sn lng sn xut.

    W : Nng sut lao ng.

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    N : Snhn cng, lao ng (ngi).F L N F : Qutin lng.

    L : n gi lng trn 1 cng nhn.N : Snhn cng, lao ng (ngi).

    C z Q C: Chi ph sn xut.z: Gi thnh n vsn phm.

    Q : Sn lng sn xut.* )Hthng chsca chspht trin:

    Chspht trin = Chshon thnh khoch Chsnhim vkhoch

    Chspht trin doanh thu:

    1 1 1 1 1

    0 0 1 0 0

    . . .

    . . .

    KH

    KH

    p q p q p q

    p q p q p q

    * )Hthng chsca chspht trin:

    Chsdoanh thu = Chsgi cChslng bn ra.

    .pq p qI I I

    1 1 1 1 0 1

    0 0 0 1 0 0

    . . .

    . . .

    p q p q p q

    p q p q p q

    +)Stuyt i:

    1 1 0 0 1 0 1 0 1 0 0. . . . . .pq p q p q p q p q p q p q

    +)Stng i:

    1 1 0 0 1 1 0 1 0 1 0 0

    0 0 0 0 0 0

    . .% pq

    p q p q p q p q p q p q

    p q p q p q

    Xt TH Qutin lngc 2 nhn tnh hng ta c:

    F L NI I I

    1 11

    0 0 0

    .

    .F

    L NFI

    F L N

    Phn tch 2 nhn tnh hng:

    011 1

    0 01 0

    F

    FF FI

    F F F

    Vi: 01 0 1.F L N

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    1 0 1 1 0 1

    0 0 0 1 0 0

    . . .

    . . .F

    L N L N L NI

    L N L N L N

    +)Stuyt i:

    1 0 1 01 01 0F F F F F F F

    +)Stng i:

    1 0 1 01 01 0

    0 0 0

    % F F F F F F

    FF F F

    Xt TH Sn lng sn xut ra chu 3 nhn tnh hng:

    1 1 1011

    0 0 001 0

    W . WW

    W . W WQ

    N NI

    N N

    Vi: 1 111

    W .W

    N

    N

    0 1

    01

    1

    W .W

    N

    N

    0 0

    0

    0

    W .W

    N

    N

    +)Stuyt i:

    1 1 0 0 1 01 1 01 0 1 1 0 1W . W . W W . W W . .WQ N N N N N N

    +)Stng i:

    0 1 1 01 0 1 1 0 01 1 0 00 0 0 0 0 1 1 0

    W W . W W . .WW . W .%

    W . W . W . W .

    N N N NN NQ

    N N N N

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