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8/3/2019 Anomal Protection Using Batching Strategies
http://slidepdf.com/reader/full/anomal-protection-using-batching-strategies 1/6
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chaalf bntls) Wl hfflss hvvhcms vdhv ltpaknv vdl vnbnig
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flgll `~ lsvnbhvnig vdl phvd kj jakws vdk|gd vdl bnt
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ihbla~ vnbl"fkbhni blvdkfs hif jlx|lic~"fkbhni blvdkfs)
Ni vdl vnbl fkbhni! svhvnsvncha nijkbhvnki h`k|v hvl
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flpliflic~) Ni vdl jlx|lic~ fkbhni! nv nflivnjnls vhjjnc
snbnahnvnls `~ ckbphnig vdl Jk|nl splcvh kj vnbnig fhvh)
Vdl lbpnncha ls|avs pkznflf ni vdns phpl gnzl hi nifnchvnki
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ckisnsvs kj bnaankis kj pnzhvl! p|`anc! hchflbnc! `|snilss! hif
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`khf hh~ kj lalcvkinc! wnlalss hif kpvncha ilvwkmnig
vlcdikakgnls) Vdl Nivlilv chnls h zhsv higl kj nijkbhvnki
lsk|cls hif slzncls! s|cd hs vdl nivl"animlf d~plvltvfkc|blivs kj vdl Wkaf Wnfl Wl` $WWW. hif vdl nijhsv|cv|l
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Bksv vhfnvnkiha ckbb|inchvnkis blfnh nica|fnig vlalpdkil!
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lhsna~ |ickzl nijkbhvnki h`k|v vdl phvncnphivs ni h fnsvn`|vlf
hppanchvnki)
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phcmlvs k znh vdl lic~pvnki) F|l vk vdns vdl hiki~bnv~ kj vdl |sl
ns lf|clf) Vdlljkl h ljjncnliv lic~pvnki chi `l |slf vk plzliv
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bntls. flah~ hif lk|vl ltcdhiglf blsshgls! lkfl vdlb! phf
vdln snul! k pljkb kvdl kplhvnkis)
Ni vdl plznk|s lslhcdnig phpls vdl hiki~bnv~ kj vdl s~svlb ns
|nilf `~ zhnk|s mnifs kj hvvhcms vdhv kcc| ni vdl ilvwkm) Skbl
kj vdl hvvhcms vdhv kcc| ni vdl ilvwkm s|cd hs Snim"Dkal hvvhcm!
Wkb"Dkal hvvhcm hif Jakw"Cklahvnki hvvhcm) Ni vdns phpl! wl
jkc|s ki h phvnc|ah v~pl kj hvvhcm chaalf hs Jakw"Cklahvnki
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ckiglsvlf ilvwkm) Ni glilha! jakw cklahvnki hvvhcms hvvlbpvs vk
lf|cl vdl hiki~bnv~ kj vdl |sl! cklahvnki hiha~uls vdl vhjjnc ki
h slv kj anims nisnfl vdl ilvwkm hif lf|cl vdl slc|nv~ hif dlaps
vdl hfzlsh~ nflivnj~ vdl phvd kj h jakw hif ckislx|liva~ lzlhakvdl cnvncha nijkbhvnki lahvlf vk vdl jakw)
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ilvwkm) Sk vdhv vdl ilvwkm ns ikv ljjncnliv hif slc|lf vk slif vdl
fhvh snicl vdl fhvh bngdv `l aksv) Vk kzlckbl vdns! hi Nivlblfnhvl
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slc|lf hagknvdbs hif skbl vlcdinx|ls mikwi hs @hvcdnig hif
lckfnig vlcdinx|ls vk nbpkzl vdl hiki~bnv~ kj vdl |sls ni vdl
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snbpal vnbnig hiha~sns hvvhcms! `|v hask pkwlj|a vncmal hvvhcms!
jakkf hvvhcms! hif bhi~ kvdl jkbs kj hvvhcms) Bhek ckivn`|vnkis
hl s|bbhnulf hs jkaakws5
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wnlalss ilvwkms) Wnvd B_V! vdl slifl chi slif vwk ckbphvn`al
phcmlvs snb|avhilk|sa~ vk vwk fnsvnicv lclnzls hif chi fk|`al vdl
vdk|gdp|v ni vdl nflha chsl) Vdns phpl jkbhanul vdl pk`alb kj
jnifnig h scdlf|al vk slif k|v `|jjllf phcmlvs ni bninb|b vnbl hs
jnifnig h bhtnb|b bhvcdnig pk`alb ni h ghpd)Vdll hl skbl
anbnvs jk hnzha hvl vdhv chi haakw ni h ilvwkm)Jk hiki~bk|s l"bhna hppanchvnkis! Cdh|b ]0R pkpkslf |snig
lah~ slzls! chaalf bntls! wdncd lic~pv hif lk|vl blsshgls) Hi
HIKBHA^ _PKVLCVNKI \SNIG
@HVCDNIG SVPHVLGNLS
8/3/2019 Anomal Protection Using Batching Strategies
http://slidepdf.com/reader/full/anomal-protection-using-batching-strategies 2/6
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NNN) BLVDKFKAKG^
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kj vdl |sls $vdl hiki~bnv~ kj h blsshgl ns g|hhivllf lzli nj kia~
kil kj vdl bntls ni vdl phvd kj vdl blsshgl ns dkilsv.) Hask! vdl
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kj vdl ckiilcvnki `~ ckb`ninig blhs|lblivs hif ls|avs kj jakw
cklahvnki lnvdl hv vdl ilvwkm `k|ifhnls k wnvdni vdl ilvwkm)
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cklahvnki) Vdl jakw cklahvnki hvvhcm chi `l fnsckzllf `~ jk|
vlcdinx|ls)
† Fhvh ckaalcvnki
† Jakw phvvli zlcvk ltvhcvnki
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† Jakw cklahvnki
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ns vk cklahvl hi nickbnig jakw vk hi k|vp|v anim hv h Bnt) Vdns ns
mikwi hs jakw"cklahvnki hvvhcms! wdll hi hfzlsh~ bh~fnscaksl vdl ckbb|inchvnki lahvnkisdnp `lvwlli h slifl hif h
lclnzl `~ blhs|nig vdl snbnahnv~ `lvwlli vdl slifl's k|v`k|if
8/3/2019 Anomal Protection Using Batching Strategies
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fnsvn`|vlf s~svlbs! 0?8?
]:R ^l Ud|= @lvvhvn! P) ‑Hiki~bnv~ zs) Nijkbhvnki Alhmhgl ni
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0??<) _kcllfnigs) 0<vd NLLL Nivlihvnkiha Ckijllicl ki 8?
E|il 0??<)]7R B)M) Plnvl hif H)F) P|`ni! ‑Ckwfs5 Hiki~bnv~ jk Wl`
Vhishcvnkis!‒ HCB Vhis) Nijkbhvnki hif S~svlb Slc|nv~!
zka) 8! ik) 8! pp) ::">0! 8>>4)
]4R B)E) Jllfbhi hif P) Bkns! ‑Vhuhi5 H _ll"vk"_ll
Hiki~bnunig Ilvwkm Ah~l!‒ _kc) Inivd HCB Ckij)
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Flvlcvnki!‒_kc) HCB Wkmsdkp _nzhc~ ni vdl Lalcvkinc Skc)
$W_LS „?0.!pp) >8"8?0! 0??0)
]8?R P) Sdlwkkf! @) @dhvvhcdhell! hif H) Sninzhshi! ‑p<5 H
_kvkcka jk Schah`al Hiki~bk|s Ckbb|inchvnki‒ _kc) NLLL
S~bp) Slc|nv~ hif _nzhc~! pp) <4"7?! Bh~ 0??0)
]88R H) Slehivkz hif _) Slwlaa! ‑_hssnzl Hvvhcm Hiha~sns jkCkiilcvnki"@hslf Hiki~bnv~ S~svlbs!‒ _kc) L|kplhi
S~bp) Plslhcd ni Ckbp|vl Slc|nv~$LSKPNCS „?3.!
pp) 88:"838! Kcv) 0??3)
]80R B) Wngdv! B) Hfal! @)I) Alznil! hif C) Sdnlafs!
‑Fljlifnig Hiki~bk|s Ckbb|inchvnkis hghnisv _hssnzl
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$S_ „?3.! pp) 04"68! Bh~ 0??3
]83R G) Fhiluns! ‑Vdl Vhjjnc Hiha~sns kj Ckivni|k|s " Vnbl
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$_LV „?6.! pp) 3<"<?! Bh~ 0??6)
]86R ^) Udhig hif Z) _htski! ‑Flvlcvnig Svlppnig Svkils!‒
_kc) Inivd Ckij) \SLINT Slc|nv~ S~bp)
$SS^B „??.! pp) 83"83! 0???)
]8<R T) Whig hif F)S) Pllzls! ‑Pk`|sv Cklahvnki kj Lic~pvlfHvvhcm Vhjjnc vdk|gd Svlppnig Svkils `~ Bhinp|ahvnki kj
Nivlphcmlv Flah~s!‒ _kc) 8?vd HCB Ckij) Ckbp|vl hif
Ckbb) Slc|nv~ $CCS „?3.! pp) 0?"0>! 0??3)
]8:R ^)E) _~|i! ^)D) _hm! T) Whig! F)S) Pllzls! hif _) Inig!
‑Vhcnig Vhjjnc vdk|gd Nivlblfnhvl Dksvs vdhv Plphcmlvnul
Jakws!‒ _kc) 0:vd NLLL NIJKCKB „?7! pp) :36":60! Bh~
0??7)
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F\BB^ VPHJJNC‒ Vkwhfs blhs|nig hiki~bnv~)
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vk h Jakkf5 Hcvnzl Hvvhcms ki Slzlha Bnt V~pls!‒ _kc)
Nijkbhvnki Dnfnig Wkmsdkp $ND „?0.! J) _lvnvckahs! lf)! pp)
3:"<0! Kcv) 0??0
]8>R ^) Ud|! T) J|! hif P) @lvvhvn! ‑Ki vdl Ljjlcvnzlilss kj Ckivni|k|s " Vnbl Bntls |ifl Jakw Cklahvnki Hvvhcms!‒
Vlcdincha Plpkv VP0??<"0":! Vlths H*B \inz)
Ckbp|vl Scnlicl! 0??<)
]0?R ^) Ud|! T) J|! P) @lvvhvn! hif W) Udhk! ‑Hiki~bnv~ Hiha~sns
kj Bnt Ilvwkms hghnisv Jakw"Cklahvnki Hvvhcms!‒ _kc)
NLLL GAK@LCKB „?<! zka) 3! pp) 84?8"84?<! 0??<)
]08R T) J|! @) Ghdhb! P) @lvvhvn! W) Udhk! hif F) T|hi!
‑Hiha~vncha hif Lbpnncha Hiha~sns kj Ck|ivlblhs|ls vk
Vhjjnc Hiha~sns Hvvhcms!‒ _kc) 30if Niv„a Ckij) _hhaala
_kclssnig $NC__ „?3.! pp) 643"6>0! Kcv) 0??3) ]00R F)T)
Skig! F) Whgil! hif T) Vnhi! ‑Vnbnig Hiha~sns kj Ml~svkmls
hif Vnbnig Hvvhcms ki SSD!‒ _kc) 8?vd \SLINT Slc|nv~
S~bp)! pp) 337"3<0! 0??8)
]03R W)Svhaanigs= ‑C~pvkghpd~ hif Ilvwkm Slc|nv~‒ 0ifLfnvnki! _livncl Dhaa! 8>>>)
]06R Ilvjnavl)kg! ‑Ilvjnavl!‒ dvvp5++ilvjnavl)shb`h)kg+! 0??3)
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8>44) Sdl dhs lclnzlf @)Vlcd flgll $Nijkbhvnki
Vlcdikakg~. jkb Hiih \inzlsnv~! Cdliihn! Nifnh! ni
0??> hif c|liva~ p|s|nig B)L flgll $Ckbp|vl
Scnlicl Lignillnig. ni S)H)Lignillnig Ckaalgl
Hjjnanhvlf wnvd Hiih \inzlsnv~! Cdliihn! Nifnh) Dl
hlhs kj nivllsvs hl Nbhgl _kclssnig! Skjvwhl Lignillnig hif Fhvh
Bninig)
B)I)@dhsmh whs `ki ni Shalb! Nifnh! ni 8>46) Dl
dhs lclnzlf @)Vlcd flgll $Nijkbhvnki Vlcdikakg~.
jkb Hiih \inzlsnv~! Cdliihn! Nifnh! ni 0??<! hif
c|liva~ p|s|nig B)Vlcd flgll $Nijkbhvnki
Vlcdikakg~. ni Zla Vlcd B|avn Vlcd F)Phihghhehi
F)Shm|ivdhah Ligillnig Ckaalgl! Hjjnanhvlf
wnvd!Hiih \inzlsnv~! Cdliihn! Nifnh) Dns hlhs kj
nivllsvs hl Ilvwkmnig! Fhvh Bninig hif Skjvwhl Lignillnig)
B)P)_h`| whs ̀ ki ni Lkfl! Nifnh! ni 8>43) Dl dhs
lclnzlf @)Vlcd flgll $Nijkbhvnki Vlcdikakg~. jkb
_ln~h \inzlsnv~! Shalb! Nifnh! ni 0??6) Dl dhs
lclnzlf B)Vlcd flgll $Nijkbhvnki Vlcdikakg~. ni
Shvd~h`hbh \inzlsnv~! Cdliihn! Nifnh! ni 0??4) Dl nsc|liva~ lbpak~lf hv Zla Vlcd B|avn Vlcd
F)Phihghhehi F)Shm|ivdhah Ligillnig Ckaalgl! Cdliihn! Nifnh) Dns
hlhs kj nivllsvs hl Ilvwkmnig! Fhvh Bninig hif Skjvwhl Lignillnig
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