8/3/2019 Using Ensemble Methodes to Improve Accuracy in Medical

1/33

D,@nnfn,nfff

fff ;nf

k

f

f ,fDffD

f

8/3/2019 Using Ensemble Methodes to Improve Accuracy in Medical

2/33

W n

W 9n

W @nnf%,W nfff

W n

8/3/2019 Using Ensemble Methodes to Improve Accuracy in Medical

3/33

n

W Jf"

W #W #n

8/3/2019 Using Ensemble Methodes to Improve Accuracy in Medical

4/33

n

ff%

8/3/2019 Using Ensemble Methodes to Improve Accuracy in Medical

5/33

n

@9

f

8/3/2019 Using Ensemble Methodes to Improve Accuracy in Medical

6/33

n

nfff

8/3/2019 Using Ensemble Methodes to Improve Accuracy in Medical

7/33

f#n

W ffnffff

W fffn

W fnfnfffnffnW f@%fW f9fn%

f

W f 9fn

8/3/2019 Using Ensemble Methodes to Improve Accuracy in Medical

8/33

9n

f#

W Ifnf%f+f9fn

W Inf%+

W

W Inf%+

W Inf%+

W Inf%+

W

W Inf%+

W

W Inf%+

WInf%+

W

W Inf%+

ffnfff#fI,f

8/3/2019 Using Ensemble Methodes to Improve Accuracy in Medical

9/33

9n

9n,n

W @9nnf$f$9fnffnfff f# ,fn

W Jffnfffffff

,n

W nfnff% f

W @%n

8/3/2019 Using Ensemble Methodes to Improve Accuracy in Medical

10/33

9n

9nn

9f

In

fI,

@nff

,

f

n

f

9ff

8/3/2019 Using Ensemble Methodes to Improve Accuracy in Medical

11/33

9n

nf

@f%W ,fIffn

nf%W f @f f f f

@n%W IIII9J 9J

9J 9J I I I I

-f%W fnfff

8/3/2019 Using Ensemble Methodes to Improve Accuracy in Medical

12/33

@nnf%,

W fW I,W f,

f %f fnnffnf f

W ,fIn,fn I

8/3/2019 Using Ensemble Methodes to Improve Accuracy in Medical

13/33

f,

ffffnffnn

@nfff

Wnfnfnnf f,f%

W nfnJff%ffnfnnn

W nff %nnnffnfffnfnf%

8/3/2019 Using Ensemble Methodes to Improve Accuracy in Medical

14/33

f

W fffffnfffnfnfffnfffnfnffnfnfnffffnfnf

W ffffnnfn

ffffnfffffnffnfffnfnfnfnffnffnnff%I,ff@fffnI,fffff

nffffffnfffff%

W Dfffnffnfnfffnf%

8/3/2019 Using Ensemble Methodes to Improve Accuracy in Medical

15/33

f

W f %ffnff@fnffffffnffnffff

%fnI,fffnnfff nffn%fffnI,fffff

nfff ffn

8/3/2019 Using Ensemble Methodes to Improve Accuracy in Medical

16/33

f,

@fffffnfn

W ,ffffnnf

ffnfnfnfI,fnn

W fffI,I,fI,ffnnfnnfnf

8/3/2019 Using Ensemble Methodes to Improve Accuracy in Medical

17/33

@nnf

fnnffffn

8/3/2019 Using Ensemble Methodes to Improve Accuracy in Medical

18/33

8/3/2019 Using Ensemble Methodes to Improve Accuracy in Medical

19/33

nfff

#nf@

W f ,@f

,@f9fnf

W ff f

9D

,

Jf

8/3/2019 Using Ensemble Methodes to Improve Accuracy in Medical

20/33

8/3/2019 Using Ensemble Methodes to Improve Accuracy in Medical

21/33

nfff

I

$ $9fn $ $9fn

fI, fI,

nfnff

f

f

ff

ff

f

I

I

I

I

9J

9J

9J

9J

II

I

I

fnf

ff

8/3/2019 Using Ensemble Methodes to Improve Accuracy in Medical

22/33

nfff

f

f

f I I 9J

f 9J 9J I

ff I I f

ff f f

f fnf 9J

I I I I

I 9J 9J ff

I I I fnf

I ff f I 9J fnf ff I

9J I I ff

9J 9J 9J ff

9J I I I

I ff ff 9J I ff f

I I I I

I 9J 9J &

fnf I I &

ff f f &

f ff &

8/3/2019 Using Ensemble Methodes to Improve Accuracy in Medical

23/33

I,

I,

I,

nf

f f ff

f f

@ff

fnfff

@Jff

III

I9J 9J

9J 9J I

I I I

I,

I,

I,

I,

f

@f

ff

f

f

f

f

f

I

I

I

I

9J

9J

9J

9J

II

I

I

fnf

ff

f

nfff

8/3/2019 Using Ensemble Methodes to Improve Accuracy in Medical

24/33

8/3/2019 Using Ensemble Methodes to Improve Accuracy in Medical

25/33

nfff

nf

I,

f

f

,J,

,fnf

9fnnf

I,

f

f

,J,

,fnf

@%n

I,

f

f

,J,

,fnf

9fn@%n

I,

f

f

,J,

,fnf

8/3/2019 Using Ensemble Methodes to Improve Accuracy in Medical

26/33

nfff

@

W nnfnff,fnf@ f

9f

W nff 9f fn

W fnfnff9nnff

8/3/2019 Using Ensemble Methodes to Improve Accuracy in Medical

27/33

nfff

#@$

f f , fn

9fn

f

@

n

f

@

n

f

@

n

f

@

$9fn

f f , fn

9fn

f

@

n

f

@

n

f

@

n

f

@

8/3/2019 Using Ensemble Methodes to Improve Accuracy in Medical

28/33

nfff

9nnf

W 9nfffn;f

W nfffn

;fW ,f9nf

nffnff

&%9n&nf$%9n+nf

8/3/2019 Using Ensemble Methodes to Improve Accuracy in Medical

29/33

nfff

&'&&&fn

f f , fn

$ $9fn

8/3/2019 Using Ensemble Methodes to Improve Accuracy in Medical

30/33

n

nnfff

W fffnfnfnfW nfI, fnff

ff9fffnfnf

W nfnffffffnffnfnfff$f$9fn, ffnf$

W fffnf@nfnf$9fnffnf$9fn,f

8/3/2019 Using Ensemble Methodes to Improve Accuracy in Medical

31/33

fnf%n

f f , fn

$ $9fn

8/3/2019 Using Ensemble Methodes to Improve Accuracy in Medical

32/33

W&&'Jffffn

&&&&&&&

&&,&& &&&&&&&Jf&&&f&&

&&&&,

&&&&&&& &Jffn&&&&

8/3/2019 Using Ensemble Methodes to Improve Accuracy in Medical

33/33

;"

@f