analyzing blockchain and bitcoin transaction data as graphs ·...
TRANSCRIPT
![Page 1: Analyzing Blockchain and Bitcoin Transaction Data as Graphs · !"#$%&'()*+*,-./0*1%2345*2678"%*&)9*2::&4&2)59;*](https://reader030.vdocuments.site/reader030/viewer/2022040922/5e9b814fc05c5233623ef0b5/html5/thumbnails/1.jpg)
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SafeHarborStatementThefollowingisintendedtooutlineourgeneralproductdirection.Itisintendedforinformationpurposesonly,andmaynotbeincorporatedintoanycontract.Itisnotacommitmenttodeliveranymaterial,code,orfunctionality,andshouldnotberelieduponinmakingpurchasingdecisions.Thedevelopment,release,timing,andpricingofanyfeaturesorfunctionalitydescribedforOracle’sproductsmaychangeandremainsatthesolediscretionofOracleCorporation.
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Agenda
Introductiontoblockchainsandgraphtechnologies
UsingOracle‘sgraphtechnologiestoworkwithgraphs
Performingcomputationalgraphanalysis
Patternmatchingingraphs
Demo:AnalyzingBitcointransactions
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Blockchainisanincorruptible,distributedledgerthatenablestrusted&transparentbusinesstransactionswithsinglesourceoftruthamongpartieswhomaynotfullytrusteachother,withoutoverheadof
intermediaries
Essentially,Blockchainprovidestrustasaserviceatalowercost
BLOCKCHAIN
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WhatdoesaBlockchainTransaction looklike?• Atransactionhasinput(s)andoutput(s)
–Aninputcomesfromanoutputofa(nother)transaction
TX9
TX1
TX8
TX3
Addr X
Addr K
Addr LAddr Y
Addr Z
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WhatdoesaGraph looklike?• Agraphhasvertices(entities),edges(relationships),andproperties
–Alsoknownaslinkeddata
TX9
TX1
TX8
TX3
Addr X
Addr K
Addr LAddr Y
Addr Z
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OracleBigDataSpatialandGraph
• AvailableforBigDataplatform– Hadoop,HBase,OracleNoSQL
• SupportedbothonBDAandcommodityhardware– CDHandHortonworks
• DatabaseconnectivitythroughBigDataConnectorsorBigDataSQL
• PartofBigDataCloudService
OracleSpatialandGraph(DBoption)
• AvailablewithOracle12.2/18c(EE)• Usingtablesforgraphpersistence• In-databasegraphanalytics
– Sparsification,shortestpath,pagerank,trianglecounting,WCC,subgraphgeneration…
• SQLandPGQLqueriespossible• IncludedinDatabaseCloudServices
11
OracleProductsSupportingPropertyGraphs
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• Centralityismeasureofrelativeimportanceofverticesinagraph
• Manyvariationsofcentralityingraphtheory– Betweenness Centrality– ClosenessCentrality– EigenvectorCentrality– Pagerank– HITS(Hyperlink-InducedTopicSearch)– …
ComputationalGraphAnalysis:InfluencerIdentification
Betweenness centrality Eigenvectorcentrality
(imagesfromWikipedia)
Eachalgorithmsuggestsdifferentdefinitionofimportance
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• MeasuringimportanceusingPageRank
• OriginalalgorithmdevelopedbyLarryPageforrankinginGoogle
• Makinganodeconnectedtobyimportantnodesalso important
• Canbemeasureoftrustorprominence
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ComputationalGraphAnalysis:InfluencerIdentification
FriendVIPCustomer
Son
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Basicgraphpatternmatching
SELECT v3.name, v3.ageFROM socialNetworkGraphMATCH (v1:Person) –[:friendOf]-> (v2:Person) –[:knows]-> (v3:Person)WHERE v1.name = ‘Amber’
Query:Findallpeoplewhoareknownbyfriendsof‘Amber’.
socialNetworkGraph
100:Personname=‘Amber’age=25
200:Personname=‘Paul’age=30
300
:Personname=‘Heather’age=27
777:Companyname=‘Oracle’location=‘RedwoodCity’
:worksAt{1831}startDate =’09/01/2015’
:friendOf{1173}
:knows{2200}
:friendOf {2513}since=’08/01/2014’
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• Findallinstancesofagivenpattern/templateinthedatagraph
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Analytics and Data SummitAll Analytics. All Data. No Nonsense.
March 12 – 14, 2019
Formerly called the BIWA Summit with the Spatial and Graph SummitSame great technical content…new name!
www.AnalyticsandDataSummit.org
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