Cloud Computing for BigData Implementation

7/30/2019 Cloud Computing for BigData Implementation

1/18

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


2/18

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


3/18


[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 .................................................................................................................................. >=


4/18

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


5/18


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


6/18


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


7/18

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 >


8/18


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 ûdry 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 VÊ F++, Bnvn uscim \cm, Acvds

Wuiicim OnpWdkufd nrfactdfturd ji Ankjjp cs tad gnsd nrfactdfturd j` tad IjVÊ 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 AÊ `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


9/18


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


10/18

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


12/18

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>).


13/18


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


14/18

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


15/18


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.


16/18


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.


17/18

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


18/18


@cmurd ;2 Fejuk fjoputcim fjitdxt (Vtneecims, 77)

Documents

Cloud Computing for BigData Implementation