%PDF-1.4
%
1 0 obj
<>stream
application/pdfIEEEIEEE Access;2022;10; ;10.1109/ACCESS.2022.3205337Effect of Balancing Data Using Synthetic Data on the Performance of Machine Learning Classifiers for Intrusion Detection in Computer NetworksCyber securityconditional generative adversarial network (CTGAN)data imbalance problemintrusion detectionmachine learningover-samplingunder-samplingAyesha Siddiqua DinaA. B. SiddiqueD. Manivannan
IEEE Access96731 202210.1109/ACCESS.2022.32053371096747
VoR
endstream
endobj
2 0 obj
<>stream
HWo8WZ~J4vdqPl&Vk[$zYZ-#7ےϵ|'
s&3q{a>e
Q\RNud&Ȟ??9>īM7kgq'ωr|i}¿3V;˝k]nj+=xDxuDZ,\kk-@bnZd|.0p+˳9iͮDCN8+RiE<Xb7..+8}׆=ᮭYsUNgc>B08JawBp]
K-b=d'HUe
u]e|C"fB:Lv, knhsq@!rL$EI0GM"aHCg?,,?Ҋx2r %;Gg[?YĻ
sZ QjOB&ɉR&SVsH1?uH*S0B̉ʰ~>jOh5`V* tF[ݫ~KhE
HӨhnHd A+-^Vpy55sÖ:AQ4ISܗ3[D&zr{
;f"a}1?%ݨ!s "P.o'ZvCѺ>9d'AwDnf"tsYQ
PОyT"~J_zUTIFÎI$I!!w|3_?'>(FAq8̤ڋp?owW7KZ{?Z+94Mѓ@)3-V k?Ǝ,z88PuQ!DpQ?Qq:E
<@ypZW>Q 2 I88elU,u%Ius%"~]ۗ1S]3+|f@k]c{ &EL]`$̀J!Z<*#1KޮZGPYtLDͮ*|lbhӼ-n@{a{ĸO<iF0F($@t\^/fiP1\!ݎ6նZ晋tAq~!i LD[qf$)ތ[[oDe*?emlfµv5֪۱ʤm>)T1MKfqǯi/.xe6=7FHG"P"%J)mxۋdlx^ 0<1 0_e V[
5@kFӣ$Jנ2GTиoM5f Td&xx+\=1re84 Շ\'
XFtaLXwrp
pdjތ7HfBnеtxaZ
Pki(ޮVw;JV>jKR
$b6PSV ?Z<ɧ>$\i xbQ*]ҍw>9 8T8Q'lU˄1~b#kXBc 0J)q=zCdE:%y1Ht/H#X{{礁=!M5t{xX*Mќ PҵBo}sMr:H-?owW7KZ߁En:ZQ:c$xƞĠ*\|*tEZ)14ó yt;Ѽ&:I(#2.t q5:αjNib Fח/j
/GEKJx 2Rz:nJ4c䁐A#B-$%NCtFy
Oe9mQ "/|5H&ِ)OLfH+&"o ҃Q£INbZNDZ!ՉءL)S ks*3s*+/9lM(pL_fcȱ
HJ=jTߐnɭ9ULij?hEjЖ7.TF
by{5xn:B1VW{:[l#S&Y*^mN+,<,)'LOⓔۘR y\W&sc#q `ZmܵrH
f^'V'X3l8f?i#[v'L6$3t
D"lԬTO9*p ,N
v\){2Dۡ I\褫vҁDíDu2y9dk~ɔF|N8LO9-]K
#WҲd5)ٚ 0#h[=V
&i?*ap<
T4cXFnJUZHKv1p5;@|OvqnR<
ǘtǛpkt>3>ϻd5bXyIwt6_@A_(1O&^!xtYC
]2oԫOy4aURRז(hr4Q 4) )c{M$w4>1RL RsySN_`Iᵮzr}|eiS1zd5K/tY)Xv^A=JPe8r]^+c N|}#:є:֓t9}rC"}a5sf.DraS+_Wz1H#_Q2/¾zw.edrU2+
_B>_~K,;2bv>xo(6
J6j݆sQq K&4LPVٺ!m ht
endstream
endobj
3 0 obj
<>stream
HWms6+ya7~6uݽ~H:7ĺTr6 AY6g,I z=2y,
9x]}ۻZ{߭/dqǍfZF|nlq)b߸,Oiv,4jWGNt&xxH7NxUOM?cBԯUüw1ۜ9}aiP1!1N2ovO*{Ҳ<5O
郧8i,š
8&s%vqTqIO86~R4EcGnf\t[_Z5g,Œ֗iB\">9{v
ŗ\3:¿Ȯ܊qn%,֚&} ŔvÎ;n٠u'V}@$G Eiull;6yw&KZ|KEkTұ^klG"L@}z