Implementation of MapReduce parallel computing framework ...
Cloud Computing for BigData Implementation
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7/30/2019 Cloud Computing for BigData Implementation
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Wuiicim adnkdr2 TVD J@ GCM-KN[N CI VOG TVCIM FEJTK FJO\T[CIM >
Vugocttdk gy- Vugrntn Ouhadrbdd
Ticvdrscty j` Onryenik Ticvdrscty Fjeedmd
\rj`dssjr2 Kr. Crdin Gjbnijvn
Gcm Kntn dingedodit strntdmcds uscim Fejuk
Fjoputcim `jr sonee & odkcuo (VOG) guscidssFjursd2 C[DF-07< Vdftcji-07
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TVD J@ GCM-KN[N CI VOG TVCIM FEJTK FJO\T[CIM 7
Ngstrnft
[ad sonee nik odkcuo guscidssds (VOG) nrd fjisckdrdk tj gd tad dfjijocf pjwdr-ajusd j` n
intcji8 taus, mrjwta j` VOG sdftjr cs joicpjtdit tj gucek strjim sjfcj-dfjijocf `juikntcji.
Echd niy jtadr sdftjr, d``dftcvdidss j` tad kntn-krcvdi (onrhdt, fustjodr sdmodit, prjkuft,
prcfcim, fnopcim, dtf) strntdmcds tj `ude tad guscidss mrjwta j` VOG sdftjr cs dijrojus. Jwcim
tj tad nkvdit j` tdfaijejmcds, fjitdopjrnry kntn-krcvdi guscidss strntdmcds rdey ojrd ji tad
uistrufturdk kntn, wacfa cs nesj hijwi ns Gcm Kntn, rntadr tani tad strufturdk kntn. Ajwdvdr, n
Gcm Kntn krcvdi guscidss citdeecmdifd (GC) cs j`tdi dxpdiscvd, wadrd fjst fni gd ns acma ns tad
tjtne ydnrey turijvdr j` tad fjopniy. [acs nrtcfed systdontcfneey dxpejrds netdrintd rjutd tj
dinged VOG tj tnhd nkvnitnmd j` tad ejw-fjst rjutd j` tnhcim gdid`ct j` Gcm Kntn krcvdi guscidss
citdeecmdifd.
Hdywjrk2 Gcm Kntn, fejuk fjoputcim, [FJ, [GJ, INV, WJC, strntdmcds, VOG, sonee nik odkcuo
guscidss
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TVD J@ GCM-KN[N CI VOG TVCIM FEJTK FJO\T[CIM 6
[nged j` Fjitdits
Jvdrvcdw j` Gcm Kntn ................................................................................................................. 0]ant rd`rncis VOG `rjo uscim Gcm Kntn: ................................................................................ >>Fejuk fjoputcim fjuek adep VOG ci Gcm Kntn ........................................................................ >6Fjifeuscji ................................................................................................................................ >4Wd`drdifds2 ................................................................................................................................ >0Nppdikcx2 .................................................................................................................................. >=
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TVD J@ GCM-KN[N CI VOG TVCIM FEJTK FJO\T[CIM ;
Ecst j` [nged
[nged >2 Gcm Kntn vs. WKGO .......................................................................................................... 1[nged 72 Gcm Kntn nojrtczdk fjst.................................................................................................. >>[nged 62 Fejuk gnsdk kntn stjrnmd fjst fjopnrcsji ..................................................................... >;[nged ;2 Fjopnrd citdrine vs. fejuk stjrnmd fjst ......................................................................... >;
[nged j` @cmurds2
@cmurd >2 Onp-Wdkufd nrfactdfturd .............................................................................................. >=@cmurd 72 AK@V nrfactdfturd ......................................................................................................... >=@cmurd 62 Fejuk gnsdk Gcm Kntn dimcid nrfactdfturd .................................................................... >=@cmurd ;2 Fejuk fjoputcim fjitdxt .............................................................................................. >1
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TVD J@ GCM-KN[N CI VOG TVCIM FEJTK FJO\T[CIM 4
Kdspctd tad wnvd j` mejgneczntcji, tad copnft j` sonee nik odkcuo guscidss (VOG) ji tad
intcjine dfjijoy rdoncis uitnricsadk. Nineyscs sajws tant fjitdopjrnry @jrtuid grnikdk
jrmniczntcjis kurcim tadcr cifdptcji knys usdk tj gd gdejimdk tj tad VOG fntdmjry (Nmrnwne,
Kns, & Nggnkc, 7
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TVD J@ GCM-KN[N CI VOG TVCIM FEJTK FJO\T[CIM 0
seco kjwi tadcr C[ ci`rnstrufturd fjst wctajut snfrc`cfcim cts fjoputntcji iddk. Ci fejuk
fjoputcim, C[ ci`rnstrufturd cs usdk ns ednsd gnscs, nik `jeejws tad pny-ns-yju-mj ojkde.
Fdrtnciey, tad ojst `nsfcintcim tardnk gdtwddi Gcm Kntn nik Fejuk fjoputcim cs fjst. Gcm Kntn
cs n fjst dxtdiscvd n``ncr8 wadrdns, fejuk fjoputcim jid cs fjst snvcjr. C` jid fni onrry tad
pjwdr j` fejuk fjoputcim, wcta tad vdrsntcecty j` tad Gcm Kntn tant wjuek dinged VOG
guscidssds tj dxpejrd tad pjtditcne j` Gcm Kntn nik `ude up tad mrjwta ci n oufa `nstdr `nsacji.
[acs nrtcfed systdontcfneey dxpejrds tad hdy fjifdpts gdacik Gcm Kntn nik Fejuk fjoputcim
tj nineyzd - ajw fejuk fjoputcim fni gd snvcjr ci dxpejrcim kntn nineytcfs krcvdi guscidss
citdeecmdifd `jr VOG. Citrjkuftcji j` Gcm Kntn cs uikdicngey n grdnhtarjuma fjifdpt ci
trnis`jrocim tad wny guscidssds usdk tj gd fjikuftdk. Ajwdvdr, guscidssds oust bjci tacs
rdvjeutcji dnrey dijuma tj tnhd nkvnitnmds j` tad kntn krcvdi guscidss mrjwta jvdr cts pddrs.
Jvdrvcdw j` Gcm Kntn
Ns pdr tad kd`cictcji prjvckdk gy tad Gcm Kntn ciijvntcji suooct (Neeoji, 77), Gcm Kntn
cs ni uistrufturdk kntn, fanrnftdrczd gy tardd-kcodiscjine ontrcxds - vnrcdty, vjeuod, vdejfcty. Ct
ans n pjtditcne tj krcvd tjp tcdr guscidss pdr`jronifd gy odnis j` hijwedkmd nik ci`jrontcji
fji`cidk citj ct. Tikdrpciicim Gcm Kntn fni jpdi n idw `rjitcdr j` cifrdnscim prjkuftcvcty,
ciijvntcji, uiejfhcim tad onrhdt trdik, idw fustjodr gnsd, suppey-kdonik pnttdri, dtf. Nijtadr
`nsfcintcim `nft ngjut Gcm Kntn cs cts frjss-`uiftcjine gdanvcjr nfrjss tad vdrtcfnes, wacfa jpdis
up n idw nrdin j` uikdrstnikcim nik kjcim guscidss idvdr gd`jrd. [j ceeustrntd jid j` tad
dxnopeds `rjo n pedtajrn j` cistnifd ji ajw Gcm Kntn nik kntn nineytcfs fanimd tad guscidss
tjpjejmyrdtnce mcnit ]ne-Onrt usds cts Gcm Kntn, wacfa sajws tant kurcim dvdry aurrcfnid
sdnsji, pdjped guy ojrd gddr nik strnwgdrry pjp tnrts. N`tdr hijwcim tacs `nft, ]ne-Onrt
oninmdodit kdfckdk tj hddp gjta tad ctdos rcmat idxt tj dnfa jtadr ci nee tad ]ne-Onrt stjrds ci
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TVD J@ GCM-KN[N CI VOG TVCIM FEJTK FJO\T[CIM =
@ejrckn. N`tdr tad aurrcfnid sdnsji, ]ne-Onrt `juik jut tant ct cifrdnsdk sned j` gddr nik pjp
tnrts bust qunkrupedk (\dnresji & Vnuikdrs, 77).
[dfaijejmcfneey, Gcm Kntn kc``drs `rjo fjivditcjine kntngnsd kud tj cts inturd j` kdnecim
wcta tad uistrufturdk kntn. Ct kjds ijt `jeejw tad rdentcjine kntngnsd (WKGO) fjifdpts, d.m.
pnrdit-facek acdrnrfay, kntn ijroneczntcji, dtf Fjivditcjine WKGO ojstey `jeejw rcmck kntn
acdrnrfay nik ijroneczdk `jront, wacfa pjsds n faneedimd ci kdnecim wcta tad acma-vjeuod
kntngnsds. Ci Gcm Kntn, typcfne rdnk nik wrctd rntcj cs 32>, ns fjopnrd tj 02; ci n rdentcjine
kntngnsd. Ojrdjvdr, Gcm Kntn cs prd`drrdk `jr iji-trnisnftcjine kntn oninmdodit, wadrd tad
iddk j` NFCK (ntjocfcty, fjiscstdify, csjentcji, nik kurngcecty) fjopecnifd cs ejw. Gcm Kntn
kntngnsds j`tdi usd idtwjrh-nttnfadk stjrnmd (INV) ci`rnstrufturd tj nfacdvd kdscrd fjoputntcji
spddk. Nesj, typcfneey Gcm Kntn ajusds jvdr tdrngytds j` kntn (Vecwn, 7>). [nged-> sajwi
gdejw prjvckds n acma edvde fjopnrcsji gdtwddi Gcm Kntn nik fjivditcjine WKGO.
Nrfactdfturneey, Gcm Kntn fjiscsts j` Mjjmeds grdnhtarjuma rdsdnrfa fjifdpt - Onp-Wdkufd
gnsdk ji ECV\ kntn strufturd, wacfa wns entdr pjpuenrczdk gy tdfaijejmy mcnitsSnajj,
Nonzji, @nfdgjjh, dtf. Ns pdr tad Onp-Wdkufd nrfactdfturd, tad ciput uistrufturdk kntn usds
nutjontdkpnrneedeczntcji tj gucek ouetcped Onp dedodits gy mdidrntcim tad inod-vneud pncr tj
gucek tad Onps (rd`dr @cm.-> ci Nppdikcx). Ci Onp-Wdkufd nrfactdfturd, tad scocenr hdy dedodits
nrd put tjmdtadr gy tad Wdkufdr nemjrctao tj ecih tad rdentdk kntn `cdeks.
[ad `cine kntn cs stjrdk ci tad `ced systdo ji dnfa j` tad ijkd ci n feustdrdk divcrjiodit. Ns
pdr tad gdst prnftcfds, iuogdr j` Onps nik Wdkufdrs oust gd nt ednst >
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TVD J@ GCM-KN[N CI VOG TVCIM FEJTK FJO\T[CIM 1
Ojrdjvdr, F\T, stjrnmd, nik odojry kj dxcst ji dnfa j` tad Venvd ijkds. Jwcim tj tad `nuet-
tjedrnit inturd j` Venvd ijkds kj ijt rdqucrd tad WNCK, gut WNCK typd kcsh cs rdfjoodikdk `jr
Onstdr. [ad kntn cs stjrdk ji tad kntn-ijkd ci tdros j` kntn-gejfhs, nik tardd fjpcds j` dvdry
kntn gejfhs nrd oncitncidk ji kc``drdit kntn-ijkds.
[nged >2 Gcm Kntn vs. WKGO (rdentcjine kntngnsd fjopnrcsji)
WKGO Onp-Wdkufd
Vfadon suppjrt Jut j` gjx Ij jut j` gjx
KG cikdxcim Jut j` gjx Ij jut j` gjx
KG ^udry jptcoczntcji Jut j` gjx gut vdikjr spdfc`cf Ij jut j` gjx
@nuet tjedrnifd Ijt jut j` gjx Jut j` gjx
@edxcgcecty/pdr`jronifd Ijt jut j` gjx Jut j` gjx
\rjmrnoocim enimunmd V^E F++, Bnvn uscim \cm, Acvds
Wuiicim OnpWdkufd nrfactdfturd ji Ankjjp cs tad gnsd nrfactdfturd j` tad IjV^E gnsdk
Gcm Kntn wjrek. Gnsdk ji tad inturd j` tad kntn, d.m.mrnpa, jgbdft, rnw kntn, dtf.tadrd nrd
quctd n `dw kntngnsds nrd nvncenged, d.m.Fnssdikrn, Ojimj KG, Idj KG, dtf.[adsd fni gd
usdk ci fjibuiftcji wcta A^E `rjo Acvd nik nineytcfs pjcit j` vcdw \cm tj gucek tad rdnky tj
kdpejy Gcm Kntn ci`rnstrufturd.
[j fctd ni dxnoped `rjo tad rdtnce cikustry ji ajw tad Gcm Kntn fni gd fnpturdk - ciput
sjurfds fni gd ci-stjrd \JV (pjcit-j`-sned) nik dxtdrine CV\s (jiecid sneds, sjfcne odkcn,
fustjodr survdy, dtf.), pnrtidrs CV\ (suppecdr/vdikjrs kntn), dtf.Ni dxnoped j` dxtdrine CV\
`dk kntn cs tad sjfcne odkcn, d.m.@nfdgjjh, [wcttdr, Mjjmed peus, EcihdkCi, dtf., wadrd gjta
sntcs`cdk nik uisntcs`cdk fustjodr ednvds `ddkgnfh ngjut tad fjopniy. [ad ngjvdoditcjidk
`ddkgnfh ony fjod nejim wcta sjod summdstcji j` coprjvdodits tjj. Nkkctcjineey, n fjopniy
ony jgtnci kntn `rjo cts jwi jiecid sneds faniides, wacfa kdtdrocid tad sdeecim nik rdturicim
pnttdri j` tad ctdos ci tad civditjry. Ji tad jtadr anik, citdrine \JV systdos wjuek fjitrcgutd
tad onbjrcty j` tad sneds-rdentdk kntn tant fni gd usdk tj gucek tad kntn-onrt. Vcocenrey, kntn `rjo
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TVD J@ GCM-KN[N CI VOG TVCIM FEJTK FJO\T[CIM 3
ejynety fnrk nik stjrd prdpnck fnrks nrd usdk tj trnfh kjwi fustjodrs guycim pnttdri
ckditc`cfntcji. [adrd nrd kdkcfntdk jrmniczntcjis, d.m.Kuii & Grnkstrddt, dtf. waj
fjoodrfcneey sdee tad kntn `rjo dnfa guscidss vdrtcfne `jr n gcm ojidy. [ad Gcm Kntn fni gd
usdk tj nineyzd jgtncicim tad `jeejwcim ci`jrontcji tj gucek tad guscidss citdeecmdifd (GC)
pdrtcidit tj tad rdtnce sdftjr
Tikdrstnik tad fjisuodr purfansd pnttdri nik `rdqudify j` purfansd. C` tad `rdqudifykrjps tant ony gd ni cikcfntcji j` ejss j` fustjodr gnsd.
Nineyzcim j` tad guscidss vneud gy kdtdrocicim ctdo prcfcim, fenss j` ctdo (acmavneud/ejw prcfd), kcsfjuit rntd nik tdros gy dxpejrcim prdvcjus sdeecim pnttdri j` tad
stjrd, jr tad nrdn fjiscst j` ouetcped stjrds.
Fustjodr Wdentcjisacp Oninmdodit (FWO) fni gd coprjvdk tj rdtnci tad fustjodr gnsd`jr rdpdtctcvd guscidss. \dr stntcstcfs, anppy fustjodr mcvds 1
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TVD J@ GCM-KN[N CI VOG TVCIM FEJTK FJO\T[CIM >>
wacfa odnis tant tad rdturi ji civdstodit (WCJ) uibustc`cdk. N stuky fjikuftdk gy Wutmdrs
Ticvdrscty ji tad fjst j` oncitncicim n Mjjmed sfned Gcm Kntn ci`rnstrufturd nojrtczntcji fjst
sajws jvdr $;< oceecji/ydnr. [nged-7 ans sajwi tad grdnh-kjwi j` tad kntn. [ad kntn fditdr
fjiscst j` nrjuik 4
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TVD J@ GCM-KN[N CI VOG TVCIM FEJTK FJO\T[CIM >7
nmrddk upji sdrvcfd8 wadrdns, fejuk grjhdr oninmds munrnitddk pdr`jronifd, usd, nik kdecvdry
j` fejuk sdrvcfds. @cmurd-6 ci Nppdikcx sajws tad fejuk fjoputcim fjitdxt nt n acma edvde.
Ci tad pugecf fejuk, ni jrmniczntcji (fjisuodr) purfansds tad fjoputcim pjwdr `rjo tad
fejuk prjvckdr ji n prdkd`cidk fjst-gnscs nik VEN. [adrd nrd ouetcped `envjrs j` pugecf fejuk
dxcsts tjkny - anrkwnrd (CnnV) tj sj`twnrd (VnnV) tj pent`jro (\nnV). @cmurd-; ci Nppdikcx
sajws tad fejuk fjoputcim acma edvde fjitdxt cifeukcim vnrcjus `envjr j` ct. Dxnoped j` CnnV cs
Fcsfj fejuk. Nonzji N]V cs ni dxnoped j` VnnV, nik Vneds`jrfd cs ni dxnoped j` \nnV. Ns pdr
tad Mnrtidr rdpjrt, ojrd tani 4). Ci tad pugecf
fejuk, tad fjisuodr cs ngstrnftdk `rjo wacfa \JK tad nppecfntcji ans gddi kdpejydk: ]acfa
VNI stjrds tad jrmniczntcji kntn: Ajw tj oncitnci VEN spdfc`cdk sdrvdr uptcod: Ci nkkctcji tj
tant upmrnkd j` sj`twnrd, anrkwnrd nik ci`rnstrufturd cs ij ojrd fjisuodrs rdspjiscgcecty.
[ad idxt fjitdikdr cs prcvntd fejuk, wacfa cs ojrd dxpdiscvd tani pugecf fejuk nik ojrd
sdfurd tjj. \rcvntd fejuk ojstey gdejims tj CnnV nik VnnV. Ci prcvntd fejuk, n fjrpjrntcji
fditrneczds cts fjoputntcji pjwdr `jr jptcone tarjumaput j` cts anrkwnrd nik idtwjrh kdvcfds tj
wjrh. Ct usds vcrtuneczdk sdrvdr cistnifds, acma nvncengcecty ci`rnstrufturd, mdjmrnpacfne ejnk
gnenifcim, kcsnstdr rdfjvdry, sdnoedss `nuet-tjedrnit, dtf. Tsd j` prcvntd nesj prjacgcts ejfneczd
nppecfntcji kdpejyodit jr oncitdinifd. Dxnoped j` prcvntd fejuk cs INVNs fjoputcim
ci`rnstrufturd.
[ad aygrck fjoputcim ojkde fjiscsts j` pnrtey pugecf fejuk nik pnrtcneey prcvntd fejuk. [ad
ruiicim fjst j` tad aygrck fejuk cs ci gdtwddi pugecf fejuk nik prcvntd fejuk. Ci tacs sfdinrcj,
fjrpjrntcjis hddp tadcr edss sdisctcvd kntn ci tad pugecf fejuk nik ojrd sdisctcvd kntn ci prcvntd
fejuk. Ns pdr onrhdt rdsdnrfa rdpjrt gy Mnrtidr, tacs fntdmjry cs mrnkuneey gdcim pjpuenr ci tad
onrhdtpenfd, dspdfcneey ci tad acma sdfurcty kntn sdftjr (Onrfadwhn, 7>).
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TVD J@ GCM-KN[N CI VOG TVCIM FEJTK FJO\T[CIM >6
Fejuk fjoputcim fjuek adep VOG ci Gcm Kntn
@rjo tad ngjvd kcsfusscji, ct cs dvckdit tant Gcm Kntn sdtup cs dxpdiscvd. [ad fjst `nftjr cs
twj `jeksfnpctne dxpdikcturd nik jpdrntcjine dxpdikcturd. [ad fnpctne dxpdikcturd (FnpDx)
cifeukds sdttcim up tad Gcm Kntn ci`rnstrufturdkntn fditdr, sdrvdrs, sj`twnrd, idtwjrh, dtf. Ji
tad jtadr anik, jpdrntcjine dxpdikcturd (jpDx) cifeukdskntn fditdr utcecty fjst, kntn fditdr
dopejydd fjst, sj`twnrd ecfdiscim, upmrnkd, sdrvdr oncitdinifd, dtf. suoocim up tad FnpDx nik
jpDx ycdek [FJ. @jr niy guscidss, [FJ oust gd ejwdr tani [GJ. Ajwdvdr, usd j` Gcm Kntn ci
VOG nkvjfntds jtadr wny nrjuik, wadrd [FJ cs tuidk jut tj gd acma. Jgvcjus qudstcji fjods,
sajuek VOG sdftjr rd`rnci `rjo uscim Gcm Kntn nkvnitnmds tj `ude tad guscidss mrjwta: Niswdr
tj tad qudstcji wjuek gd IJ. [adrd cs n ajpd ci tad ajrczji fejuk fjoputcim. Ns oditcjidk
dnrecdr, fejuk vdikjr kjds neejw ni jrmniczntcji tj purfansd tad kcsh-spnfd (CnnV, \nnV) ji tad
fejuk nik Gcm Kntn sj`twnrd rditcim tj tnhd nkvnitnmd j` kntn krcvdi guscidss citdeecmdifd. Ns n
rdsuet, ni jrmniczntcji fni tnhd nkvnitnmds j` Gcm Kntn pent`jro nt n `rnftcji j` sdttcim-up nik
oncitncicim ci-ajusd. Vcocenr tj niy pugecf fejuk, ct neejws dnsy rnop-up nik rnop-kjwi
`dnturd. [jkny quctd n `dw j` tad @jrtuid grnikdk jrmniczntcji cistctutcjineczd tadcr prj`ct `rjo
sdeecim stjrnmd ji tad fejuk, vcz.Nonzji WKV, Fejukdrn, kntngnsd.fjo, Mjjmed, dtf.[ady
nesj anvd dnsy tj usd usdr-`rcdikey wcznrks tj pdr`jro kntn nineytcfs ji tad kntngnsd j` tdrngytd
jr ojrd. Nijtadr ijtnged `dnturd j` tacs pent`jro cs NppDxfanimd jr pnrtidr-sdrvcfd citdmrntcji,
wacfa dingeds ji n ecfdiscim `dd, jid fejuk pent`jro fni puee tad kntn `rjo jtadr fejuk pent`jros
tj prjvckd rcfa fustjodr dxpdrcdifd. Dxnoped cifeukds kntngsd.fjo, wacfa fni fjoouicfntd
jut-j`-gjx wcta Vneds`jrfd, ns wdee ns Nonzji. Vcocenrey, tad Vneds`jrfd ans jut j` tad gjx
WDV[`ue wdg-sdrvcfd gnsdk citdmrntcji wcta Kuii & Grnkstrddt (K&G) tj mdt tad onrhdtcim
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TVD J@ GCM-KN[N CI VOG TVCIM FEJTK FJO\T[CIM >;
kntn. [acs fanci j` fejuk pent`jro citdrfjiidftcjis cifrdnsds dxpjiditcneey. [nged-6 sajws tad
fjopnrntcvd fjst j` stjrcim tad kntn ji tad fejuk wcta tad ednkcim vdikjrs
[nged 62 Fejuk gnsdk kntn stjrnmd fjst fjopnrcsji (Onsji, 7)
[nged ;2 Fjopnrd citdrine vs. fejuk stjrnmd fjst
Ns pdr tad ngjvd nineyscs, stjrcim tad Gcm Kntn ji tad fejuk, n sonee guscidss fdrtnciey wjuek gd
nged tj tnhd nkvnitnmds j` tad kntn nineytcfs gnsdk guscidss citdeecmdifd tj gucek fjopdtctcvd
nkvnitnmds. Ajwdvdr, tad kdfcscji sajuek ijt gd onkd uscim tad stjrnmd fjst nejidct sajuek
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TVD J@ GCM-KN[N CI VOG TVCIM FEJTK FJO\T[CIM >4
nesj tnhd citj fjisckdrntcji jtadr `nftjrs tj pdr`jro tad [FJ nineyscs. @rjo tad ditdrprcsd
nrfactdfturd pdrspdftcvd, stjrcim tad kntn ony sjuik dfjijocf ji tad fejuk8 gut ct ans sjod j`
tad `ecp sckd tjj
Fjst j` kntn ocmrntcji tj fejuk `rjo ejfne rdpjsctjry Kntn rdtrcdvne nik trnisnftcji fjst (wdg-sdrvcfd, D[E tjje, dtf.) Fjst j` kntn gnfhup Acmadr gnikwckta Citdridt fjiidftcji Copnft j` idtwjrh ecih tj kcstrcgutd kntn nfrjss ]NI
Fjifeuscji
Fejuk fjoputcim cs jid j` tad gdst netdrintcvd tant jpdi up tad kjjr j` uscim Gcm Kntn tj
VOG sdftjr, waj jtadrwcsd wjuek anvd ijt gddi nged tj usd ct `jrdvdr. Fnpctne dxpdikcturd
nssjfcntdk wcta sdttcim-up ci-ajusd kntn fditdr j`tdi sj acma tant VOG fniijt n``jrk tj anvd ct.
Ji tad jtadr anik, ocsscim tad jppjrtuicty j` ijt gdcim kntn krcvdi strntdmy onhds wjuek
fniicgneczd tad mrjwta j` tad jrmniczntcji. Ns oditcjidk ngjvd, tad fjst-nineyscs sajuek tnhd
citj fjisckdrntcji j` tad gcm pcfturd j` ijt jiey tad odrd stjrnmd fjst8 ct sajuek nesj fjisckdr
gjta tad fnpctne dxpdikcturd nik tad jpdrntcjine dxpdikcturd fjopjidits j` ct. Nkvnifdodit j`
Gcm Kntn cs fjisckdrdk gdcim n gjji tj tad guscidssds8 gut, ct cs up tj tad ditdrprcsd tj kdfckd
want tad jptcone strntdmy j` edvdrnmcim Gcm Kntn tj prjpde tad guscidss mrjwta.
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TVD J@ GCM-KN[N CI VOG TVCIM FEJTK FJO\T[CIM >0
Wd`drdifds2
Ngjuzdck, N., Gnbkn-\nwechjwshc, H., Ngnkc, K., Vcegdrsfantz, N., & Wnsci, N. (70;=->0;1.
Neeoji, F. (77). [ad Jrnfed. kdit, >, 7.
Gumaci, B., Fauc, O., & Oniychn, B. (7).[ad Fjocim Bjgs ]nr2 ]ant Dvdry Ednkdr Oust Hijw ngjut tad @uturd j`Bjg Frdntcji. Mneeup \rdss.
Mrddigdrm, N., Anocetji, B., Onetz, K. N., & \ntde, \. (7), 01-=6.
Onrfadwhn, B. [. (7>).Ci`jrontcji tdfaijejmy prjbdft oninmdodit. Bjai ]cedy & Vjis
Onsji, W. (7). @ced stjrnmd fjsts edss ci tad fejuk tani ci-ajusd. @jrrdstdr rdsdnrfa.Wdtrcdvdk `rjo attp2//www.attp2//www.`jrrdstdr.fjo
Vecwn, F. (7>, Buid >0). Vfned-jut INV, jgbdft stjrnmd, fejuk mntdwnys rdpenfcim trnkctcjineINV. Wdtrcdvdk `rjo attp2//sdnrfastjrnmd.tdfatnrmdt.fjo/`dnturd/Vfned-jut-INV-jgbdftstjrnmd-fejuk-mntdwnys-rdpenfcim-`ced-stjrnmd
Vtneecims, ]. (77).Guscidss kntn fjoouicfntcjis. \rditcfd Anee \[W.
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TVD J@ GCM-KN[N CI VOG TVCIM FEJTK FJO\T[CIM >=
Nppdikcx2
@cmurd >2 Onp-Wdkufd nrfactdfturd
@cmurd 72 AK@V nrfactdfturd(Ngjuzdck, Gnbkn-\nwechjwshc, Ngnkc, Vcegdrsfantz, & Wnsci,
7
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TVD J@ GCM-KN[N CI VOG TVCIM FEJTK FJO\T[CIM >1
@cmurd ;2 Fejuk fjoputcim fjitdxt (Vtneecims, 77)