Chi-square Dan F Test

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    CHI-SQUARE & F-TEST

    ISI: Kaitan antara Chi-Square dengan ANO A

    !F te"t#

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    Chi-"quare and F $i"tri%uti n"

    Chi'dren ( the N r)a'

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    $i"tri%uti n"

    There are )an* the reti+a'di"tri%uti n", % th + ntinu u" anddi"+rete

    .e u"e / ( the"e a ' t: 0 !unit n r)a'#,t, +hi-"quare, and F

    1 and t are +' "e'* re'ated t the

    "a)2'ing di"tri%uti n ( )ean"3 +hi-"quare and F are +' "e'* re'ated t the"a)2'ing di"tri%uti n ( 4arian+e"

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    Chi-"quare !6#

    .hat i( e t 8 6 4a'ue" ( 0 6 at rand ) and added the);

    6

    666

    66

    656

    5#!

    3#!

    =

    =

    y z

    y z 6

    6656

    66

    6

    656

    #6!#!#!

    z z y y

    +=

    +

    =

    Chi-"quare i" the di"tri%uti n ( a "u) ( "quare"Ea+h "quared de4iati n i" ta8en (r ) the unit n r)a':

    N!=,5# The "ha2e ( the +hi-"quare di"tri%uti nde2end" n the nu)%er ( "quared de4iate" that areadded t gether

    Sa)e )ini)u) and )a

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    Chi-"quare !/#

    The e

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    $i"tri%uti n ( Sa)2'e

    arian+e5

    #! 66

    =

    N

    y y s

    Sa)2'e e"ti)ate ( 2 2u'ati n 4arian+e!un%ia"ed#

    6

    6

    6 #5!

    #5!

    s N

    N

    =

    7u'ti2'* 4arian+e e"ti)ate %* N-5 t

    get "u) ( "quare" $i4ide %* 2 2u'ati n 4arian+e t n r)a'i0eRe"u't i" a rand ) 4aria%'e di"tri%uteda" +hi-"quare ith !N-5# df

    .e +an u"e in( a% ut the "a)2'ing di"tri%uti n ( the4arian+e e"ti)ate t (ind + n(iden+e inter4a'" and+ ndu+t "tati"ti+a' te"t"

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    Te"ting E

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    E=

    6?B:36?B:6

    65

    6=

    ==

    >B N S either a*

    N te: 6 tai'ed ith a'2ha =5

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    C n(iden+e Inter4a'" ( r the

    arian+e.e u"e t e"ti)ate It +an %e "h n that:6 s 6

    D?-#5!#5!

    6#DG?3-5!

    66

    6#=6?3-5!

    6

    = N N

    s N s N p

    Su22 "e N 5? and i" 5= Then df 5/ and ( r Q =6?the 4a'ue i" 6B 56 F r Q DG? the 4a'ue i" ? B>

    D?-B>-?

    #5=#!5/!

    56-6B

    #5=#!5/! 6 = p

    [ ] D?-HG-6/>B-? 6 = p

    6 s

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    N r)a'it* A""u)2ti n

    .e a""u)e n r)a' di"tri%uti n" t (igure"a)2'ing di"tri%uti n" and thu" p 'e4e'"

    i 'ati n" ( n r)a'it* ha4e )in r

    i)2'i+ati n" ( r te"ting )ean", e"2e+ia''* a" N get" 'arge i 'ati n" ( n r)a'it* are ) re "eri u" ( r

    te"ting 4arian+e" 8 at * ur data %e( re+ ndu+ting thi" te"t Can te"t ( r n r)a'it*

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    The F $i"tri%uti n !5#

    The F di"tri%uti n i" the rati ( t4arian+e e"ti)ate":

    A'" the rati ( t +hi-"quare", ea+hdi4ided %* it" degree" ( (reed ):

    6

    6

    65

    6

    6

    65

    est

    est

    s

    s F ==

    66!

    56

    #!

    J#

    J

    6

    5

    v

    v F

    v

    v

    =

    In ur a22'i+ati n", 4 6 i'' %e 'argerthan 4 5 and 4 6 i'' %e 'arger than 6In "u+h a +a"e, the )ean ( the Fdi"tri%uti n !e

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    F $i"tri%uti n !6#

    F de2end" n t 2ara)eter": 4 5 and 4 6 !df 5 and df 6# The "ha2e ( F +hange"ith the"e Range i" = t in(init*

    Sha2ed a %it 'i8e +hi-"quare F ta%'e" "h +riti+a' 4a'ue" ( r df in

    the nu)erat r and df in theden )inat r

    F ta%'e" are 5-tai'ed3 +an (igure 6-tai'edi( * u need t !%ut * u u"ua''* d n t#

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    Te"ting H*2 the"e" a% ut 6

    arian+e" Su22 "e N te 5-tai'ed

    .e (ind

    Then df 5 df 6 5?, and

    66

    655

    66

    65= :3: > H H

    G-535B3H-?35B 666655

    ==== s N s N

    /5->G-5

    H-?66

    65 ===

    s

    s

    F 9 ing t the F ta%'e ith 5?and 5? df , e (ind that ( r a'2ha =? !5-tai'ed#, the +riti+a'4a'ue i" 6 /= There( re there"u't i" "igni(i+ant

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    A 8 Ahead

    The F di"tri%uti n i" u"ed in )an*"tati"ti+a' te"t" Te"t ( r equa'it* ( 4arian+e"

    Te"t" ( r di((eren+e" in )ean" in ANO A Te"t" ( r regre""i n ) de'" !"' 2e"

    re'ating ne + ntinu u" 4aria%'e t an ther

    'i8e SAT and 9@A#

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    Re'ati n" a) ng $i"tri%uti n"

    the Chi'dren ( the N r)a' Chi-"quare i" dra n (r ) the n r)a' N!=,5# de4iate" "quared and "u))ed

    F i" the rati ( t +hi-"quare", ea+h

    di4ided %* it" d( A +hi-"quare di4ided %* it" df i" a 4arian+e e"ti)ate, that i",a "u) ( "quare" di4ided %* degree" ((reed )

    F t 6 I( * u "quare t , * u get an F ith 5 d( in the nu)erat r

    #,5!6

    #! vv F t =