bài tập hết môn_khai phá dữ liệu_cntt2_viện mở

8/17/2019 bài Tập Hết Môn_khai Phá Dữ Liệu_cntt2_viện Mở

1/25

VIỆN ĐẠI HỌC MỞ HÀ NỘI CÔ NG HOA X HÔ I CHU NGH A VIÊ T NAMKHOA ĐÀO TẠO SAU ĐẠI HỌC Đô c lâ p - Tư do - Hanh phuc

ĐÊ BÀI TẬ !"#$ !" CAO HỌC K%&C#TT&'I(# )*

MÔN HỌC: KHAI PHÁ DỮ IỆ!

+, c. / 012 345 )67 34 % câ 8

"# M$% &'()% *$% +,- &./ 01& *,* '2% 345 G%1&' 6%7& 89( 3 &';< "=>?>@Đ 34E:[email protected] +F&' 84)% &./ 01& 3 &' 4% 015 6 0;%8J/ L % & 8 Q& R 8S @?> >@ "B

@# Đ%R* L 6;5 8 1 ;* 0;% 6; 3W 4 % 015 6 # / Y / &';


2/25

D"" Ng&' T9 &' 0j&4 lj&4 84()&' Mi&4 CbD"@ ! [* T9 &' 0j&4 C 5 Mi&4 CbD" ! [* C 5 lj&4 84()&' h CbD"? M( T9 &' 0j&4 C 5 Mi&4 K4d&'

D]&' 84 J8 85[& 3W< < 8 + &4 l


3/25

4.9,2.5,4.5,1.7,Iris-virginica7.3,2.9,6.3,1.8,Iris-virginica6.7,2.5,5.8,1.8,Iris-virginica7.2,3.6,6.1,2.5,Iris-virginica6.5,3.2,5.1,2.0,Iris-virginica6.4,2.7,5.3,1.9,Iris-virginica

Với: 5.3, 7.5, 5.2, 0.4, ?-? (dự báo là hoa gì?) sử dụ g g! g" # $ới%h&'% %oá - $ới *7.

5 N'


4/25

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5/25

D"" Ng&' T9 &' 0j&4 lj&4 84()&' Mi&4 CbD"@ ! [* T9 &' 0j&4 C 5 Mi&4 CbD" ! [* C 5 lj&4 84()&' h CbD"? M( T9 &' 0j&4 C 5 Mi&4 K4d&'

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lZ u

TRONG ĐÓ: Có thể coi A: Bánh mì B: !"c #$ch% C &'a t()i *: +at, -: gi / 0n% 1: T23ng Hw< [/ Lx&' '%1% 84 J8 8 4 / A/9%59%Z 8j* 3[3 8 / I8c*_c8 84()&' Y Ln T7Qn Đ 5"# C45 CƒD &4( 01&' L( % +W


6/25

6.6,2.9,4.6,1.3,Iris5.2,2.7,3.9,1.4,Iris5.0,2.0,3.5,1.0,Iris5.1,3.8,1.5,0.3,Iris5.4,3.4,1.7,0.2,Iris5.1,3.7,1.5,0.4,Iris4.6,3.6,1.0,0.2,Iris5.1,3.3,1.7,0.5,Iris7.6,3.0,6.6,2.1,Iris4.9,2.5,4.5,1.7,Iris6.1,2.9,4.7,1.4,Iris7.3,2.9,6.3,1.8,Iris6.7,2.5,5.8,1.8,Iris7.2,3.6,6.1,2.5,Iris

Với: + : 5.1,3.7,1.5,0.4,Iris-setosa C2: 6.1,2.9,4.7,1.4,Iris-versicolor C3: 6.7,2.5,5.8,1.8,Iris-virginicaDùng t !"t to#n $-%r!ng &'n ( )n 3 c*+

Y5 haE '7 H="# C45 CƒD &4( 01&' L( % +W


7/25

o N4W* K4d&' C 5 G% % Cb ĐJ" € ‰ K4d&' C 5 T9 &' 0j&4 K4d&' K4d&'

@# C45 8J/ La % 6, 45 %9%_ H5 D%7& V| 45}3 H5 5 ~& 6 % 3[3 84 * _• 8434%, L;% +;% 45 Z 34%, 9.&' +;% 45 Z 34%, L;% 3[&4 45 Z 34%, 9d&' 3[&4 45 Z

5.6,3.0,4.1,1.3,Iris5.7,4.4,1.5,0.4,Iris5.4,3.9,1.3,0.4,Iris4.9,2.4,3.3,1.0,Iris6.6,2.9,4.6,1.3,Iris5.2,2.7,3.9,1.4,Iris5.0,2.0,3.5,1.0,Iris5.1,3.8,1.5,0.3,Iris5.4,3.4,1.7,0.2,Iris5.1,3.7,1.5,0.4,Iris4.6,3.6,1.0,0.2,Iris5.1,3.3,1.7,0.5,Iris7.6,3.0,6.6,2.1,Iris

4.9,2.5,4.5,1.7,Iris6.1,2.9,4.7,1.4,Iris7.3,2.9,6.3,1.8,Iris6.7,2.5,5.8,1.8,Iris7.2,3.6,6.1,2.5,Iris


995 haE ThM )7nh H74n"# C45 CƒD &4( 01&' L( % +W


8/25

5.1,3.3,1.7,0.5,Iris7.6,3.0,6.6,2.1,Iris4.9,2.5,4.5,1.7,Iris6.1,2.9,4.7,1.4,Iris7.3,2.9,6.3,1.8,Iris6.7,2.5,5.8,1.8,Iris6.4,3.2,5.3,2.3,Iris


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9/25

C" B#@ Z #? Z =#? Z@# -C@ =#n Z @#n Z =#" Z @#? -C m# Z #@ Z ?#m Z "#? #

@# C45 CƒD &4( 01&' L( % +W


10/25

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TRONG ĐÓ: Có thể coi A: Bánh mì B: !"c #$ch% C &'a t()i *: +at, -: gi / 0n% 1: T23ng Hw< [/ Lx&' '%1% 84 J8 8 4 / A/9%59%Z 8j* 3[3 8 / I8c*_c8 84()&' Y


11/25

@# C45 4Q* 4 / ‰ @Y„Y@>"B Y[3 + &4 +%R* 3 3 +i% 8•% ( 0q&' '%1% 84 J8 L% 89


12/25

B T ŒW* T4k/ N}&' K4d&' K4d&'m N'r ŒW* T9 &' 0j&4 N}&' Cb K4d&'n M]% Đc& T4k/ N4† Cb K4d&'o T4W& NW C 5 N4† 4d&' K4d&'" DJ Đc& T9 &' 0j&4 T9 &' 0j&4 Cb Cb

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9Y5 #< >Ln ThM Th\nh H] n<"# C45 CƒD &4( 01&' L( % +W


13/25

5.0,3.3, .4,0.2, is-s/%osa5.8,2.6,4.0,1.2,Iris-versicolor5.0,2.3,3.3,1.0,Iris-versicolor7.0,3.2,4.7, .4, is-$/ si olo1.5,2. ,4.1, .5, is-$/ si olo1.3,3.3,4.7, .1, is-$/ si olo6.0,2.7,5.1,1.6,Iris-versicolor5.4,3.0,4.5,1.5,Iris-versicolor

Với: 5.4, .2, 1.5, . , ?-? (dự báo là hoa gì?) sử dụ g - $ới *5.

%Z5 #< >Ln T? n< K7,n"# C45 CƒD &4( 01&' L( % +W


14/25

%95 ] n< T?:n< !âE"# C45 CƒD &4( 01&' L( % +W


15/25

D"@ ! [* T9 &' 0j&4 C 5 Mi&4 CbD" ! [* C 5 lj&4 84()&' h CbD"? M( T9 &' 0j&4 C 5 Mi&4 K4d&'

D]&' 84 J8 85[& 3W< < 8 + &4 l


16/25

"? =#n @#n =#" @#?

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CW @# C45 3^ _` La % 4;&' 4b 6, *.8 5i% +F 34^% 89“ c*TT ƒ%”c C5 59 ƒ4 /c Dc3%_%5&" McL% * l c l9%3 h@ ƒ* ŒcL cL'c N

ƒ* ŒcL ƒ/4c9c h? 9'c ŒcL cL'c N= 9'c G9cc& P% 9 hB 9'c ŒcL P% 9 Nm 9'c G9cc& ƒ/4c9c hn ƒ* l c ƒ/4c9c No McL% * G9cc& l9%3 h" McL% * l c P% 9 Nƒ2 Lx&' 84 J8 85[& I A 345 < 8 + &4 hZ N#

% 5 ] n< Th=nh #\E

"# C45 8 / La % 34 3[3 '% 5 L 34 T9 &_ 38%5& TID Z *$% '% 5 L 34 ; *.8 LTID " @ ? = B m n o "P95L 38_

AZ lZ v lZ D lZ CZ u AZlZDZu

AZC lZ CZ v AZ D AZlZCZu DZuZv lZ u



17/25

%P5 B 7 Thu> #


18/25

= 9'c G9cc& P% 9 hB 9'c ŒcL P% 9 Nm 9'c G9cc& ƒ/4c9c hn ƒ* l c ƒ/4c9c No McL% * G9cc& l9%3 h" McL% * l c P% 9 N"" ƒ* G9cc& ƒ/4c9c hƒ2 Lx&' 84 J8 85[& € %& & 345 < 8 + &4

% 5 !, T?:n< #heCW "# C45 8J/ La % 6, 45 %9%_ H5 D%7& V| 45}3 H5 5 ~& 6 % 3[3 84 *8 : 34%, L;% +;% 45 Z 34%, 9.&' +;% 45 Z 34%, L;% 3[&4 45 Z 34%, 9d&' 3[&4 45

5.0,3.5,1.6,0.6,Iris-setosa5. ,3. , . ,0.4, is-s/%osa4. ,3.0, .4,0.3, is-s/%osa

5. ,3. , .1,0.2, is-s/%osa4.1,3.2, .4,0.2, is-s/%osa5.3,3.7, .5,0.2, is-s/%osa5.0,3.3, .4,0.2, is-s/%osa7.0,3.2,4.7, .4, is-$/ si olo1.4,3.2,4.5, .5, is-$/ si olo1. ,3. ,4. , .5, is-$/ si olo5.5,2.3,4.0, .3, is-$/ si olo1.5,2. ,4.1, .5, is-$/ si olo5.7,2. ,4.5, .3, is-$/ si olo1.3,3.3,4.7, .1, is-$/ si olo

Với: 5.4, .2, 1.5, . , ?-? (dự báo là hoa gì?) sử dụ g - $ới *5.

CW @# C45 3^ _` La % 4;&' 4b 6, *.8 5i% +F 34^% 89“ c*TT ƒ%”c C5 59 ƒ4 /c Dc3%_%5&" McL% * l c l9%3 h@ ƒ* ŒcL cL'c N

ƒ* ŒcL ƒ/4c9c h? 9'c ŒcL cL'c N= 9'c G9cc& P% 9 h

B 9'c ŒcL P% 9 Nm 9'c G9cc& ƒ/4c9c hn ƒ* l c ƒ/4c9c No McL% * G9cc& l9%3 h" McL% * l c P% 9 Nƒ2 Lx&' 84 J8 85[& € %& & 345 < 8 + &4

%V5 ' '^n hon<

CW "# C45 8J/ La % 6, 45 %9%_ H5 D%7& V| 45}3 H5 5 ~& 6 % 3[3 84 *8 : 34%, L;% +;% 45 Z 34%, 9.&' +;% 45 Z 34%, L;% 3[&4 45 Z 34%, 9d&' 3[&4 45

5.0,2.3,3.3,1.0,Iris-versicolor5.6,2.7,4.2,1.3,Iris-versicolor

"n


19/25

5.7,3.0,4.2,1.2,Iris-versicolor5.7,2.9,4.2,1.3,Iris-versicolor6.2,2.9,4.3,1.3,Iris-versicolor5.1,2.5,3.0,1.1,Iris-versicolor5.7,2.8,4.1,1.3,Iris-versicolor6.3,3.3,6.0,2.5,Iris-virginica5.8,2.7,5.1,1.9,Iris-virginica7.1,3.0,5.9,2.1,Iris-virginica6.3,2.9,5.6,1.8,Iris-virginica6.5,3.0,5.8,2.2,Iris-virginica7.6,3.0,6.6,2.1,Iris-virginica4.9,2.5,4.5,1.7,Iris-virginica

Với: 5.4, 5.2, 5.5, . , ?-? (dự báo là hoa gì?) sử dụ g - $ới *5.Câ %5TS 3^ _` La % 897&Z YW< L &' " 3k 89p3 &^ 95& L]&' ;* 0. /4W& /s Md 889p3 0q&' *d 4j&4 4j&4 4r3 6; 85[& 4r3#

%25 ' Hfn< hon<C45 8 / La % 34 3[3 '% 5 L 34 T9 &_ 38%5& TID Z *$% '% 5 L 34 ; *.8 Lt&

TID " @ ? = B m n o "P95L 38_

AZ v lZ DZ u lZ CZ u AZlZDZu

AZCZ D lZ CZ v AZ D AZlZCZu DZuZv lZ u



20/25

ƒTT X" X@ X h D u 3 %L5 @ n6 B ? n „7 m ? o8 ? " "9 o = m „

B B n; = o "< ? = „= ? B m5> @ o o „

ƒTT X" X@ X h Du 3 %L

55 n ? B „56 = "57 m B m58 = " n „59 " m ""5 m ? B „5; n = m5< B B m „5= m ? o6> B n n „65 6 ;


21/25

" McL% * l c l9%3 h@ ƒ* ŒcL cL'c N

ƒ* ŒcL ƒ/4c9c h? 9'c ŒcL cL'c N= 9'c G9cc& P% 9 hB 9'c ŒcL P% 9 Nm 9'c G9cc& ƒ/4c9c hn ƒ* l c ƒ/4c9c No McL% * G9cc& l9%3 h" McL% * l c P% 9 Nƒ2 Lx&' 84 J8 85[& l Ln ThQ Thg>95C45 8 / La % L( % +W< 6 % 84W* _• +Q 6;5 Y"Z Y@Z Y +}3 89(&' +k 4% 0 &4 h L(^&' 8‚&4: - W* 8‚&4: „ # D]&' 84 J8 85[& K„NN 6 % y=- M.8 0 &4 &4W&

1 +5 Yy–@Z BZ o—# H % 0 &4 &4W& +b +( 3 34˜& +5[& ; L(^&' 8‚&4 4 < W* 8‚&

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@# C45 8J/ La % 6, 45 %9%_ H5 D%7& V| 45}3 H5 5 ~& 6 % 3[3 84 * _• 834%, L;% +;% 45 Z 34%, 9.&' +;% 45 Z 34%, L;% 3[&4 45 Z 34%, 9d&' 3[&4 45 Z

6.4,3.2,5.3,2.3,Iris5.1,3.5,1.4,0.3,Iris5.2,2.7,3.9,1.4,Iris5.0,2.0,3.5,1.0,Iris5.1,3.8,1.5,0.3,Iris

5.4,3.4,1.7,0.2,Iris5.1,3.7,1.5,0.4,Iris5.1,3.3,1.7,0.5,Iris7.6,3.0,6.6,2.1,Iris1.3,3.3,4.7, .1, is4.9,3.1,1.5,0.1,Iris6.1,2.9,4.7,1.4,Iris7.3,2.9,6.3,1.8,Iris6.7,2.5,5.8,1.8,Iris7.2,3.6,6.1,2.5,Iris6.7,2.5,5.8,1.8,Iris

Với: + : 5.4,3.4,1.7,0.2,Iris-setosa C2: 6.7,2.5,5.8,1.8,Iris-virginica

Dùng t !"t to#n $-%r!ng &'n ( )n 2 c*+

1%5 !] ân Thg> @"


22/25

CW "# C45 8J/ La % 6, 45 %9%_ H5 D%7& V| 45}3 H5 5 ~& 6 % 3[3 84 *8 : 34%, L;% +;% 45 Z 34%, 9.&' +;% 45 Z 34%, L;% 3[&4 45 Z 34%, 9d&' 3[&4 45

7.2,3.6,6.1,2.5,Iris-virginica6.5,3.2,5.1,2.0,Iris-virginica6.4,2.7,5.3,1.9,Iris-virginica6.8,3.0,5.5,2.1,Iris-virginica

5.7,2.5,5.0,2.0,Iris-virginica5.8,2.8,5.1,2.4,Iris-virginica6.4,3.2,5.3,2.3,Iris-virginica5.1,3.5,1.4,0.2,Iris-setosa4.9,3.0,1.4,0.2,Iris-setosa4.7,3.2,1.3,0.2,Iris-setosa4.6,3.1,1.5,0.2,Iris-setosa5.0,3.6,1.4,0.2,Iris-setosa5.4,3.9,1.7,0.4,Iris-setosa4.6,3.4,1.4,0.3,Iris-setosa

Với: 1.2, 3.3, 5.2, 2.2, ?-? (dự báo là hoa gì?) sử dụ g - $ới *7.

115 h\n B T7 pC45 8 / La % 34 3[3 '% 5 L 34 T9 &_ 38%5& TID Z *$% '% 5 L 34 ; *.8 Lt&

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AZC lZ CZ DZ vZ AZ D AZCZuZ v DZuZv lZ u



23/25

5.4,3.4,1.5,0.4,Iris-setosa5.2,4.1,1.5,0.1,Iris-setosa5.5,4.2,1.4,0.2,Iris-setosa4.9,3.1,1.5,0.1,Iris-setosa5.0,3.2,1.2,0.2,Iris-setosa5.5,3.5,1.3,0.2,Iris-setosa

Với: 5.3, 3.5, 5. , 0.3, ?-? (dự báo là hoa gì?) sử dụ g - $ới *5.

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24/25

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25/25

CW @# C45 8 / La % 34 3[3 '% 5 L 34 T9 &_ 38%5& TID Z *$% '% 5 L 34

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TRONG ĐÓ: Có thể coi A: Bánh mì B: !"c #$ch% C &'a t()i *: +at, -: gi / 0n% 1: T23ng Hw< [/ Lx&' '%1% 84 J8 8 4 / A/9%59%Z 8j* 3[3 8 / I8c*_c8 84()&' Y 5 FS5TS5 #< >Ln [ \n< Ho\n

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