SLIDE 1
!"#"$ %#&!' !(!& !)$ *((( %#&!' +$ # )& !,-*+
SLIDE 4
&!&(, -'
,./ ,1/2 ,3/4 ,3/4 ,5/
60
SLIDE 5 7489 (*&: !!;!
.0
)#
30
!
50
)# !
<0
!
1
SLIDE 6 !! '&!9
6 !''+8 %=1 = ; % 8 )
) 8 6
2
SLIDE 7 )&#)&(9
% (* ) = " &
*(
*( 9
3
SLIDE 8 )&#)&(9/!'&
>/!( / ( &!/( 8
4
SLIDE 9 !!8: ')
5
?& @?& @.& .&
SLIDE 10 )&#)&(9/)&( !&9
( % & ; -8"
!'+8 A?3AB CC<D E.3FG !'+8 A?3AB CC<D E.3FG % <A?<? A1<. E..FG
*
67
SLIDE 11 !))8(! +!(, 8!&9
!89&,+
+ # 47! ' +! =5D 8+ 8+ & E& )G E >G
66
SLIDE 12 (8!(!
) !
EG
EG
predictedc TP
6.
cted totalpredi
predictedc FP TP TP precision = + = % 100 * iv totalposit
predictedc FN TP TP recall = + = % 100 * precision recall precision recall FN FP TP TP measure F + = + + = − * * 2 * 2 * 2
SLIDE 13 *8' !! ! 9 )&(&
''& &!(&9H
6 *
6/
SLIDE 14 );8 )&(
&!(&9 ,& + &!+H
) ! 8
60
SLIDE 15 );8 9', ;4 & 9&')H
?0A ?0C ?0D ?0B . )0E&I?G &E&I?G #E&I?G )0E&@I.G &E&@I.G &#E&@I.G
61
& J
? ?0. ?01 ?03 ?05 ?0< =5D 8+ &
8+ &
SLIDE 16 );8 9', ;4 & 9&')H
?0A ?0C ?0D ?0B . )0E&I?G &E&I?G #E&I?G )0E&@I.G &E&@I.G &#E&@I.G
62
? ?0. ?01 ?03 ?05 ?0< =5D 8+ &
8+ &
SLIDE 17 ,& ! (++ ';
!&;' & & )&=(H
( !& ( ( )
63
6
SLIDE 19 ((8' K''& 4&7
')6 & )
4%/ )#
4%/ )# 9 + ,
65
SLIDE 20 +: 4 ,'9,
L+M L M
L M
L M 4%
.7
SLIDE 21 +: 4 ,'9,
(+>
.6
SLIDE 23
!'+8 K% MM MM MM MM MM MM MM MM MM MM MM MM MM MM
4 6.<#1?
SLIDE 24 &!(&9 &;' & !!8:N )& ;: )&=(
!9
'! :7 '! :6 '! ;:. <(#
!'+8 0?5# 0?5 =0?<# 0?< A?3
.D. .1B
B.3 =0?5# 0?5 =0?<# 0?< A?3
.D. .1B
B.3
0?< 0?<# 0?< C<?
..? 3<
DB< +0?<# 0?< 0?<# 0?< C<?
..? 3<
DB<
.0
SLIDE 25 N &8! *8' +&(
" #=! ! > E8(G + > E8(G
E8(G
@I1O > ( PIJ1 >
.1
SLIDE 26 !+ &8! *8' +&(
" #=! ( %> > ( ( > #>
.2
SLIDE 27 )&( & *8' +&(
" #=! ( >
> ) > )
, )
+ ) > ( /@ > (
.3
SLIDE 28 *8' +&( ('9 ,
(+)8Q: , Q9 8'0
" #=! ( > !& R > R !& > (; R > R
> 8! > R
R 0 R 8 R > R !); >
> ); >
.4
SLIDE 29 *8' +&( ('9 ,
('8: , )&;8+
" #=! ( > # ! > >
.5
SLIDE 30 *8' +&( ('9
&8!!8 !)(
" #=! ( > # > 8! > 8+ > 8 > 8 ( 8!); !); 6 8( );# +); ;8! 8! ;8+ 8+ ;8 8
/7
SLIDE 31 *8' +&( ('9 +
(&!
" #=! ; ( )8
)%+ E" G )%+
JE G %( (
> ! & !&
/6
SLIDE 32 *8' +&( ('9 +
(&!
" #=! ;
> E G
/.
SLIDE 33 &&(
=%&> )*
,9T+ ) &T03<5#3A3 +E+1??CG1??C /JJ00J.?0..?BJ+01?? C0B /JJ00J.?0..?BJ+01?? C0B
=%&>L)!( )6!
(M /JJ000 JJ6>JJ U= %U&>0
/JJ0%0 /(( ( 89)8
/JJ0%0J%J(U(
//
SLIDE 34 (() "!% )%!=$)(!
/0
SLIDE 35 &8! 4&7
& + (! (
/1