SlideShare a Scribd company logo
1 of 6
Download to read offline
GraphSense

Real-time Insight into Virtual Currency Ecosystems
Bernhard Haslhofer, AIT - Austrian Institute of Technology
Austrian Data Forum (ADF)
Vienna, 2015-10-04
Bitcoin Ecosystem
• A virtual currency based on a P2P network
• Instant transactions worldwide
• No central authorities and control
• collective transaction management
• collective money issuance
• Public ledger of all transactions (block chain)
Goals
• Build algorithms and tools for gaining insight into
evolving virtual currency transaction graphs
• actor roles
• transaction patterns
• currency unit flows
• network topology
• anomalies
Approach
Scalable Anomaly
Detection Algorithms
(WP3)
Cross Data Source
Graph Construction
(WP2)
Open
Data
Data
Streaming
(WP1)
Private
Data
Large-Scale Distributed Data Processing Platform
Machine Learning and
Data Mining Libraries
Graph Analytics
Frameworks
GraphSense Analytics Dashboard (WP 4)
Project Key Facts
• Duration: 01.09.2015 - 30.08.2017 (24
months)
• Partners:
• AIT - Austrian Institute of Technology
• Braintribe IT Technologies GmbH
• WU Wien - Institute for Information
Business
• Funding: FFG - IKT der Zukunft
• Contact: bernhard.haslhofer@ait.ac.at

More Related Content

What's hot

Insight Into Cryptocurrencies - Methods and Tools for Analyzing Blockchain-ba...
Insight Into Cryptocurrencies - Methods and Tools for Analyzing Blockchain-ba...Insight Into Cryptocurrencies - Methods and Tools for Analyzing Blockchain-ba...
Insight Into Cryptocurrencies - Methods and Tools for Analyzing Blockchain-ba...Bernhard Haslhofer
 
IP Considerations for Blockchain Technology
IP Considerations for Blockchain TechnologyIP Considerations for Blockchain Technology
IP Considerations for Blockchain TechnologyNelson Rosario
 
Blockchain and intellectual property v1
Blockchain and intellectual property v1Blockchain and intellectual property v1
Blockchain and intellectual property v1Nelson Rosario
 
Introduction to Blockchain with an Ethereuem Hands-on
Introduction to Blockchain with an Ethereuem Hands-onIntroduction to Blockchain with an Ethereuem Hands-on
Introduction to Blockchain with an Ethereuem Hands-onJohann Romefort
 
Blockchain in Digital Vienna - Technology of an innovative administration
Blockchain in Digital Vienna - Technology of an innovative administrationBlockchain in Digital Vienna - Technology of an innovative administration
Blockchain in Digital Vienna - Technology of an innovative administrationStadt Wien
 
Blockchains and Global Value Chains
Blockchains and Global Value ChainsBlockchains and Global Value Chains
Blockchains and Global Value ChainsNelson Rosario
 
A living programming environment for a living blockchain
A living programming environment for a living blockchainA living programming environment for a living blockchain
A living programming environment for a living blockchainSantiago Bragagnolo
 
BitCoin explained
BitCoin explainedBitCoin explained
BitCoin explainedHarelc
 
[Madmagz] The Blockchain
[Madmagz] The Blockchain[Madmagz] The Blockchain
[Madmagz] The BlockchainYoussef Rahoui
 
Blockchain technology
Blockchain technologyBlockchain technology
Blockchain technologyNavin Kumar
 
Blockchain Technologies : Landscape and Future Directions
Blockchain Technologies : Landscape and Future DirectionsBlockchain Technologies : Landscape and Future Directions
Blockchain Technologies : Landscape and Future DirectionsColloqueRISQ
 
BlockChain Technology A Game Changer For Transportation & Logistics sector
BlockChain Technology A Game Changer For Transportation & Logistics sectorBlockChain Technology A Game Changer For Transportation & Logistics sector
BlockChain Technology A Game Changer For Transportation & Logistics sectorRavi Prasad
 

What's hot (20)

Insight Into Cryptocurrencies - Methods and Tools for Analyzing Blockchain-ba...
Insight Into Cryptocurrencies - Methods and Tools for Analyzing Blockchain-ba...Insight Into Cryptocurrencies - Methods and Tools for Analyzing Blockchain-ba...
Insight Into Cryptocurrencies - Methods and Tools for Analyzing Blockchain-ba...
 
IP Considerations for Blockchain Technology
IP Considerations for Blockchain TechnologyIP Considerations for Blockchain Technology
IP Considerations for Blockchain Technology
 
Blockchain
BlockchainBlockchain
Blockchain
 
Blockchain and intellectual property v1
Blockchain and intellectual property v1Blockchain and intellectual property v1
Blockchain and intellectual property v1
 
Introduction to Blockchain with an Ethereuem Hands-on
Introduction to Blockchain with an Ethereuem Hands-onIntroduction to Blockchain with an Ethereuem Hands-on
Introduction to Blockchain with an Ethereuem Hands-on
 
Blockchain in Digital Vienna - Technology of an innovative administration
Blockchain in Digital Vienna - Technology of an innovative administrationBlockchain in Digital Vienna - Technology of an innovative administration
Blockchain in Digital Vienna - Technology of an innovative administration
 
Blockchains and Global Value Chains
Blockchains and Global Value ChainsBlockchains and Global Value Chains
Blockchains and Global Value Chains
 
A living programming environment for a living blockchain
A living programming environment for a living blockchainA living programming environment for a living blockchain
A living programming environment for a living blockchain
 
BitCoin explained
BitCoin explainedBitCoin explained
BitCoin explained
 
Blockchain Explained
Blockchain ExplainedBlockchain Explained
Blockchain Explained
 
[Madmagz] The Blockchain
[Madmagz] The Blockchain[Madmagz] The Blockchain
[Madmagz] The Blockchain
 
Blockchain technology
Blockchain technologyBlockchain technology
Blockchain technology
 
Bitcoin Internal
Bitcoin InternalBitcoin Internal
Bitcoin Internal
 
Blockchains and databases a new era in distributed computing
Blockchains and databases a new era in distributed computingBlockchains and databases a new era in distributed computing
Blockchains and databases a new era in distributed computing
 
Blockchain Technologies : Landscape and Future Directions
Blockchain Technologies : Landscape and Future DirectionsBlockchain Technologies : Landscape and Future Directions
Blockchain Technologies : Landscape and Future Directions
 
BlockChain Technology A Game Changer For Transportation & Logistics sector
BlockChain Technology A Game Changer For Transportation & Logistics sectorBlockChain Technology A Game Changer For Transportation & Logistics sector
BlockChain Technology A Game Changer For Transportation & Logistics sector
 
BitCoin Protocol
BitCoin ProtocolBitCoin Protocol
BitCoin Protocol
 
eGov2017Keynote
eGov2017KeynoteeGov2017Keynote
eGov2017Keynote
 
BIS BUCHHOLZ
BIS BUCHHOLZBIS BUCHHOLZ
BIS BUCHHOLZ
 
The blockchain
The blockchainThe blockchain
The blockchain
 

Viewers also liked

DH101 2013/2014 course 8 - Historical Geographical Information Systems (HGIS)...
DH101 2013/2014 course 8 - Historical Geographical Information Systems (HGIS)...DH101 2013/2014 course 8 - Historical Geographical Information Systems (HGIS)...
DH101 2013/2014 course 8 - Historical Geographical Information Systems (HGIS)...Frederic Kaplan
 
ARIADNE: Final report on standards and project registry
ARIADNE: Final report on standards and project registryARIADNE: Final report on standards and project registry
ARIADNE: Final report on standards and project registryariadnenetwork
 
Using SKOS Vocabularies for Improving Web Search
Using SKOS Vocabularies for Improving Web SearchUsing SKOS Vocabularies for Improving Web Search
Using SKOS Vocabularies for Improving Web SearchBernhard Haslhofer
 
UN’ESPERIENZA DI RAPPRESENTAZIONE DI DATI DI CATALOGHI DIGITALI IN LINKED OPE...
UN’ESPERIENZA DI RAPPRESENTAZIONE DI DATI DI CATALOGHI DIGITALI IN LINKED OPE...UN’ESPERIENZA DI RAPPRESENTAZIONE DI DATI DI CATALOGHI DIGITALI IN LINKED OPE...
UN’ESPERIENZA DI RAPPRESENTAZIONE DI DATI DI CATALOGHI DIGITALI IN LINKED OPE...Ciro Mattia Gonano
 
DH101 2013/2014 course 3 - Panoramic intensifcation, narrative crise and intr...
DH101 2013/2014 course 3 - Panoramic intensifcation, narrative crise and intr...DH101 2013/2014 course 3 - Panoramic intensifcation, narrative crise and intr...
DH101 2013/2014 course 3 - Panoramic intensifcation, narrative crise and intr...Frederic Kaplan
 
Mapping VRA Core 4.0 to the CIDOC/CRM ontology
Mapping VRA Core 4.0 to the CIDOC/CRM ontologyMapping VRA Core 4.0 to the CIDOC/CRM ontology
Mapping VRA Core 4.0 to the CIDOC/CRM ontologyGiannis Tsakonas
 
DH101 2013/2014 course 6 - Semantic coding, RDF, CIDOC-CRM
DH101 2013/2014 course 6 - Semantic coding, RDF, CIDOC-CRMDH101 2013/2014 course 6 - Semantic coding, RDF, CIDOC-CRM
DH101 2013/2014 course 6 - Semantic coding, RDF, CIDOC-CRMFrederic Kaplan
 
DH101 2013/2014 course 2
DH101 2013/2014 course 2DH101 2013/2014 course 2
DH101 2013/2014 course 2Frederic Kaplan
 
CIDOC CRM+FRBRoo: an Integrated View of Museum and Library Information
CIDOC CRM+FRBRoo: an Integrated View of Museum and Library InformationCIDOC CRM+FRBRoo: an Integrated View of Museum and Library Information
CIDOC CRM+FRBRoo: an Integrated View of Museum and Library InformationPatrick Le Boeuf
 
Interopérabilité de l'information bibliographique et muséologique
Interopérabilité de l'information bibliographique et muséologiqueInteropérabilité de l'information bibliographique et muséologique
Interopérabilité de l'information bibliographique et muséologiquePatrick Le Boeuf
 
Types and Annotations for CIDOC CRM Properties - Presentation
Types and Annotations for CIDOC CRM Properties - PresentationTypes and Annotations for CIDOC CRM Properties - Presentation
Types and Annotations for CIDOC CRM Properties - PresentationVladimir Alexiev, PhD, PMP
 
DH101 2013/2014 course1 - Presentation of the course / Collaborative writing ...
DH101 2013/2014 course1 - Presentation of the course / Collaborative writing ...DH101 2013/2014 course1 - Presentation of the course / Collaborative writing ...
DH101 2013/2014 course1 - Presentation of the course / Collaborative writing ...Frederic Kaplan
 
DH101 2013/2014 course 5 - Project on Venice / Datafication / Regulated repre...
DH101 2013/2014 course 5 - Project on Venice / Datafication / Regulated repre...DH101 2013/2014 course 5 - Project on Venice / Datafication / Regulated repre...
DH101 2013/2014 course 5 - Project on Venice / Datafication / Regulated repre...Frederic Kaplan
 
DH101 2013/2014 course 9 - Crowdsourcing, crowdfunding, Wikipedia, Open Stree...
DH101 2013/2014 course 9 - Crowdsourcing, crowdfunding, Wikipedia, Open Stree...DH101 2013/2014 course 9 - Crowdsourcing, crowdfunding, Wikipedia, Open Stree...
DH101 2013/2014 course 9 - Crowdsourcing, crowdfunding, Wikipedia, Open Stree...Frederic Kaplan
 
DH101 2013/2014 course 4 - Digitization techniques 2D and 3D
DH101 2013/2014 course 4 - Digitization techniques 2D and 3D DH101 2013/2014 course 4 - Digitization techniques 2D and 3D
DH101 2013/2014 course 4 - Digitization techniques 2D and 3D Frederic Kaplan
 
DH101 2013/2014 course 7 - OCR, Printed text recognition, Handwriting recogni...
DH101 2013/2014 course 7 - OCR, Printed text recognition, Handwriting recogni...DH101 2013/2014 course 7 - OCR, Printed text recognition, Handwriting recogni...
DH101 2013/2014 course 7 - OCR, Printed text recognition, Handwriting recogni...Frederic Kaplan
 
Bitcoin - Introduction, Technical Aspects and Ongoing Developments
Bitcoin - Introduction, Technical Aspects and Ongoing DevelopmentsBitcoin - Introduction, Technical Aspects and Ongoing Developments
Bitcoin - Introduction, Technical Aspects and Ongoing DevelopmentsBernhard Haslhofer
 

Viewers also liked (20)

Metadata is back!
Metadata is back!Metadata is back!
Metadata is back!
 
DH101 2013/2014 course 8 - Historical Geographical Information Systems (HGIS)...
DH101 2013/2014 course 8 - Historical Geographical Information Systems (HGIS)...DH101 2013/2014 course 8 - Historical Geographical Information Systems (HGIS)...
DH101 2013/2014 course 8 - Historical Geographical Information Systems (HGIS)...
 
ARIADNE: Final report on standards and project registry
ARIADNE: Final report on standards and project registryARIADNE: Final report on standards and project registry
ARIADNE: Final report on standards and project registry
 
Cidoc2009 H20
Cidoc2009 H20Cidoc2009 H20
Cidoc2009 H20
 
The Story behind Maphub
The Story behind MaphubThe Story behind Maphub
The Story behind Maphub
 
Using SKOS Vocabularies for Improving Web Search
Using SKOS Vocabularies for Improving Web SearchUsing SKOS Vocabularies for Improving Web Search
Using SKOS Vocabularies for Improving Web Search
 
UN’ESPERIENZA DI RAPPRESENTAZIONE DI DATI DI CATALOGHI DIGITALI IN LINKED OPE...
UN’ESPERIENZA DI RAPPRESENTAZIONE DI DATI DI CATALOGHI DIGITALI IN LINKED OPE...UN’ESPERIENZA DI RAPPRESENTAZIONE DI DATI DI CATALOGHI DIGITALI IN LINKED OPE...
UN’ESPERIENZA DI RAPPRESENTAZIONE DI DATI DI CATALOGHI DIGITALI IN LINKED OPE...
 
DH101 2013/2014 course 3 - Panoramic intensifcation, narrative crise and intr...
DH101 2013/2014 course 3 - Panoramic intensifcation, narrative crise and intr...DH101 2013/2014 course 3 - Panoramic intensifcation, narrative crise and intr...
DH101 2013/2014 course 3 - Panoramic intensifcation, narrative crise and intr...
 
Mapping VRA Core 4.0 to the CIDOC/CRM ontology
Mapping VRA Core 4.0 to the CIDOC/CRM ontologyMapping VRA Core 4.0 to the CIDOC/CRM ontology
Mapping VRA Core 4.0 to the CIDOC/CRM ontology
 
DH101 2013/2014 course 6 - Semantic coding, RDF, CIDOC-CRM
DH101 2013/2014 course 6 - Semantic coding, RDF, CIDOC-CRMDH101 2013/2014 course 6 - Semantic coding, RDF, CIDOC-CRM
DH101 2013/2014 course 6 - Semantic coding, RDF, CIDOC-CRM
 
DH101 2013/2014 course 2
DH101 2013/2014 course 2DH101 2013/2014 course 2
DH101 2013/2014 course 2
 
CIDOC CRM+FRBRoo: an Integrated View of Museum and Library Information
CIDOC CRM+FRBRoo: an Integrated View of Museum and Library InformationCIDOC CRM+FRBRoo: an Integrated View of Museum and Library Information
CIDOC CRM+FRBRoo: an Integrated View of Museum and Library Information
 
Interopérabilité de l'information bibliographique et muséologique
Interopérabilité de l'information bibliographique et muséologiqueInteropérabilité de l'information bibliographique et muséologique
Interopérabilité de l'information bibliographique et muséologique
 
Types and Annotations for CIDOC CRM Properties - Presentation
Types and Annotations for CIDOC CRM Properties - PresentationTypes and Annotations for CIDOC CRM Properties - Presentation
Types and Annotations for CIDOC CRM Properties - Presentation
 
DH101 2013/2014 course1 - Presentation of the course / Collaborative writing ...
DH101 2013/2014 course1 - Presentation of the course / Collaborative writing ...DH101 2013/2014 course1 - Presentation of the course / Collaborative writing ...
DH101 2013/2014 course1 - Presentation of the course / Collaborative writing ...
 
DH101 2013/2014 course 5 - Project on Venice / Datafication / Regulated repre...
DH101 2013/2014 course 5 - Project on Venice / Datafication / Regulated repre...DH101 2013/2014 course 5 - Project on Venice / Datafication / Regulated repre...
DH101 2013/2014 course 5 - Project on Venice / Datafication / Regulated repre...
 
DH101 2013/2014 course 9 - Crowdsourcing, crowdfunding, Wikipedia, Open Stree...
DH101 2013/2014 course 9 - Crowdsourcing, crowdfunding, Wikipedia, Open Stree...DH101 2013/2014 course 9 - Crowdsourcing, crowdfunding, Wikipedia, Open Stree...
DH101 2013/2014 course 9 - Crowdsourcing, crowdfunding, Wikipedia, Open Stree...
 
DH101 2013/2014 course 4 - Digitization techniques 2D and 3D
DH101 2013/2014 course 4 - Digitization techniques 2D and 3D DH101 2013/2014 course 4 - Digitization techniques 2D and 3D
DH101 2013/2014 course 4 - Digitization techniques 2D and 3D
 
DH101 2013/2014 course 7 - OCR, Printed text recognition, Handwriting recogni...
DH101 2013/2014 course 7 - OCR, Printed text recognition, Handwriting recogni...DH101 2013/2014 course 7 - OCR, Printed text recognition, Handwriting recogni...
DH101 2013/2014 course 7 - OCR, Printed text recognition, Handwriting recogni...
 
Bitcoin - Introduction, Technical Aspects and Ongoing Developments
Bitcoin - Introduction, Technical Aspects and Ongoing DevelopmentsBitcoin - Introduction, Technical Aspects and Ongoing Developments
Bitcoin - Introduction, Technical Aspects and Ongoing Developments
 

Similar to GraphSense - Real-time Insight into Virtual Currency Ecosystems

ADEQUATe and CommuniData
ADEQUATe and CommuniDataADEQUATe and CommuniData
ADEQUATe and CommuniDataStadt Wien
 
Introduction to Streaming Analytics
Introduction to Streaming AnalyticsIntroduction to Streaming Analytics
Introduction to Streaming AnalyticsGuido Schmutz
 
20181012 fiware at_construction_conference
20181012 fiware at_construction_conference20181012 fiware at_construction_conference
20181012 fiware at_construction_conferencestefano de panfilis
 
City of Amsterdam: High velocity development
City of Amsterdam: High velocity developmentCity of Amsterdam: High velocity development
City of Amsterdam: High velocity developmentBoris van Hoytema
 
Valencia Smart City project powered by Telefonica and Red Hat IoT solutions
Valencia Smart City project powered by Telefonica and Red Hat IoT solutionsValencia Smart City project powered by Telefonica and Red Hat IoT solutions
Valencia Smart City project powered by Telefonica and Red Hat IoT solutionsDavid Bericat
 
How to store, organize and use petabytes of heterogenous data
How to store, organize and use petabytes of heterogenous dataHow to store, organize and use petabytes of heterogenous data
How to store, organize and use petabytes of heterogenous dataOVHcloud
 
Urban Data Platform Vienna
Urban Data Platform ViennaUrban Data Platform Vienna
Urban Data Platform ViennaStadt Wien
 
Streaming Visualization
Streaming VisualizationStreaming Visualization
Streaming VisualizationGuido Schmutz
 
CityPulse_LightningTalk_BigDataConference
CityPulse_LightningTalk_BigDataConferenceCityPulse_LightningTalk_BigDataConference
CityPulse_LightningTalk_BigDataConferenceAli Intizar
 
Blockchain in 2016 - Advanced Distributed Ledger Technologies
Blockchain in 2016 - Advanced Distributed Ledger TechnologiesBlockchain in 2016 - Advanced Distributed Ledger Technologies
Blockchain in 2016 - Advanced Distributed Ledger TechnologiesHoward Smith
 
Open Data Hub - Giulia Giussani - A look into the future of data sharing
Open Data Hub - Giulia Giussani - A look into the future of data sharingOpen Data Hub - Giulia Giussani - A look into the future of data sharing
Open Data Hub - Giulia Giussani - A look into the future of data sharingSouth Tyrol Free Software Conference
 
TEAM 14: Analytical Map of Incidents Registered by the Municipal Police in Pl...
TEAM 14: Analytical Map of Incidents Registered by the Municipal Police in Pl...TEAM 14: Analytical Map of Incidents Registered by the Municipal Police in Pl...
TEAM 14: Analytical Map of Incidents Registered by the Municipal Police in Pl...plan4all
 
FIWARE Global Summit - Moving Towards a Data Economy Business Model: A Real E...
FIWARE Global Summit - Moving Towards a Data Economy Business Model: A Real E...FIWARE Global Summit - Moving Towards a Data Economy Business Model: A Real E...
FIWARE Global Summit - Moving Towards a Data Economy Business Model: A Real E...FIWARE
 
General introduction to IoTCrawler
General introduction to IoTCrawlerGeneral introduction to IoTCrawler
General introduction to IoTCrawlerIoTCrawler
 
Research in Intelligent Systems and Data Science at the Knowledge Media Insti...
Research in Intelligent Systems and Data Science at the Knowledge Media Insti...Research in Intelligent Systems and Data Science at the Knowledge Media Insti...
Research in Intelligent Systems and Data Science at the Knowledge Media Insti...Enrico Motta
 
Towards a network of usage statistic hubs on a global level
Towards a network of usage statistic hubs on a global levelTowards a network of usage statistic hubs on a global level
Towards a network of usage statistic hubs on a global levelOpenAIRE
 
CD March 2016 - What is HYPERCAT?
CD March 2016 - What is HYPERCAT?CD March 2016 - What is HYPERCAT?
CD March 2016 - What is HYPERCAT?Comit Projects Ltd
 

Similar to GraphSense - Real-time Insight into Virtual Currency Ecosystems (20)

ADEQUATe and CommuniData
ADEQUATe and CommuniDataADEQUATe and CommuniData
ADEQUATe and CommuniData
 
Introduction to Streaming Analytics
Introduction to Streaming AnalyticsIntroduction to Streaming Analytics
Introduction to Streaming Analytics
 
Study: #Big Data in #Austria
Study: #Big Data in #AustriaStudy: #Big Data in #Austria
Study: #Big Data in #Austria
 
20181012 fiware at_construction_conference
20181012 fiware at_construction_conference20181012 fiware at_construction_conference
20181012 fiware at_construction_conference
 
Fiware overview
Fiware overviewFiware overview
Fiware overview
 
City of Amsterdam: High velocity development
City of Amsterdam: High velocity developmentCity of Amsterdam: High velocity development
City of Amsterdam: High velocity development
 
Valencia Smart City project powered by Telefonica and Red Hat IoT solutions
Valencia Smart City project powered by Telefonica and Red Hat IoT solutionsValencia Smart City project powered by Telefonica and Red Hat IoT solutions
Valencia Smart City project powered by Telefonica and Red Hat IoT solutions
 
Data Activities in Austria
Data Activities in AustriaData Activities in Austria
Data Activities in Austria
 
How to store, organize and use petabytes of heterogenous data
How to store, organize and use petabytes of heterogenous dataHow to store, organize and use petabytes of heterogenous data
How to store, organize and use petabytes of heterogenous data
 
Urban Data Platform Vienna
Urban Data Platform ViennaUrban Data Platform Vienna
Urban Data Platform Vienna
 
Streaming Visualization
Streaming VisualizationStreaming Visualization
Streaming Visualization
 
CityPulse_LightningTalk_BigDataConference
CityPulse_LightningTalk_BigDataConferenceCityPulse_LightningTalk_BigDataConference
CityPulse_LightningTalk_BigDataConference
 
Blockchain in 2016 - Advanced Distributed Ledger Technologies
Blockchain in 2016 - Advanced Distributed Ledger TechnologiesBlockchain in 2016 - Advanced Distributed Ledger Technologies
Blockchain in 2016 - Advanced Distributed Ledger Technologies
 
Open Data Hub - Giulia Giussani - A look into the future of data sharing
Open Data Hub - Giulia Giussani - A look into the future of data sharingOpen Data Hub - Giulia Giussani - A look into the future of data sharing
Open Data Hub - Giulia Giussani - A look into the future of data sharing
 
TEAM 14: Analytical Map of Incidents Registered by the Municipal Police in Pl...
TEAM 14: Analytical Map of Incidents Registered by the Municipal Police in Pl...TEAM 14: Analytical Map of Incidents Registered by the Municipal Police in Pl...
TEAM 14: Analytical Map of Incidents Registered by the Municipal Police in Pl...
 
FIWARE Global Summit - Moving Towards a Data Economy Business Model: A Real E...
FIWARE Global Summit - Moving Towards a Data Economy Business Model: A Real E...FIWARE Global Summit - Moving Towards a Data Economy Business Model: A Real E...
FIWARE Global Summit - Moving Towards a Data Economy Business Model: A Real E...
 
General introduction to IoTCrawler
General introduction to IoTCrawlerGeneral introduction to IoTCrawler
General introduction to IoTCrawler
 
Research in Intelligent Systems and Data Science at the Knowledge Media Insti...
Research in Intelligent Systems and Data Science at the Knowledge Media Insti...Research in Intelligent Systems and Data Science at the Knowledge Media Insti...
Research in Intelligent Systems and Data Science at the Knowledge Media Insti...
 
Towards a network of usage statistic hubs on a global level
Towards a network of usage statistic hubs on a global levelTowards a network of usage statistic hubs on a global level
Towards a network of usage statistic hubs on a global level
 
CD March 2016 - What is HYPERCAT?
CD March 2016 - What is HYPERCAT?CD March 2016 - What is HYPERCAT?
CD March 2016 - What is HYPERCAT?
 

More from Bernhard Haslhofer

Decentralized Finance (DeFi) - Understanding Risks in an Emerging Financial P...
Decentralized Finance (DeFi) - Understanding Risks in an Emerging Financial P...Decentralized Finance (DeFi) - Understanding Risks in an Emerging Financial P...
Decentralized Finance (DeFi) - Understanding Risks in an Emerging Financial P...Bernhard Haslhofer
 
Token Systems, Payment Channels, and Corporate Currencies
Token Systems, Payment Channels, and Corporate CurrenciesToken Systems, Payment Channels, and Corporate Currencies
Token Systems, Payment Channels, and Corporate CurrenciesBernhard Haslhofer
 
Can a blockchain solve the trust problem?
Can a blockchain solve the trust problem?Can a blockchain solve the trust problem?
Can a blockchain solve the trust problem?Bernhard Haslhofer
 
Measurements in Cryptocurrency Networks
Measurements in Cryptocurrency NetworksMeasurements in Cryptocurrency Networks
Measurements in Cryptocurrency NetworksBernhard Haslhofer
 
Post-Bitcoin Cryptocurrencies, Off-Chain Transaction Channels, and Cryptocur...
 Post-Bitcoin Cryptocurrencies, Off-Chain Transaction Channels, and Cryptocur... Post-Bitcoin Cryptocurrencies, Off-Chain Transaction Channels, and Cryptocur...
Post-Bitcoin Cryptocurrencies, Off-Chain Transaction Channels, and Cryptocur...Bernhard Haslhofer
 
O Bitcoin Where Art Thou? An Introduction to Cryptocurrency Analytics
O Bitcoin Where Art Thou? An Introduction to Cryptocurrency AnalyticsO Bitcoin Where Art Thou? An Introduction to Cryptocurrency Analytics
O Bitcoin Where Art Thou? An Introduction to Cryptocurrency AnalyticsBernhard Haslhofer
 
Mind the Gap - Data Science Meets Software Engineering
Mind the Gap - Data Science Meets Software EngineeringMind the Gap - Data Science Meets Software Engineering
Mind the Gap - Data Science Meets Software EngineeringBernhard Haslhofer
 
Maphub und Pelagios: Anwendung von Linked Data in den Digitalen Geisteswissen...
Maphub und Pelagios: Anwendung von Linked Data in den Digitalen Geisteswissen...Maphub und Pelagios: Anwendung von Linked Data in den Digitalen Geisteswissen...
Maphub und Pelagios: Anwendung von Linked Data in den Digitalen Geisteswissen...Bernhard Haslhofer
 
The value of open data and the OpenGLAM network
The value of open data and the OpenGLAM networkThe value of open data and the OpenGLAM network
The value of open data and the OpenGLAM networkBernhard Haslhofer
 
Offene Daten im Kulturbereich - Die pragmatische Perspektive
Offene Daten im Kulturbereich - Die pragmatische PerspektiveOffene Daten im Kulturbereich - Die pragmatische Perspektive
Offene Daten im Kulturbereich - Die pragmatische PerspektiveBernhard Haslhofer
 
Open Data - Principles and Techniques
Open Data - Principles and TechniquesOpen Data - Principles and Techniques
Open Data - Principles and TechniquesBernhard Haslhofer
 
Semantic Tagging on Historical Maps
Semantic Tagging on Historical MapsSemantic Tagging on Historical Maps
Semantic Tagging on Historical MapsBernhard Haslhofer
 
OpenGLAM Intro @ OKFN.AT Meetup Graz
OpenGLAM Intro @ OKFN.AT Meetup GrazOpenGLAM Intro @ OKFN.AT Meetup Graz
OpenGLAM Intro @ OKFN.AT Meetup GrazBernhard Haslhofer
 
Semantic Tagging for old maps...and other things on the Web
Semantic Tagging for old maps...and other things on the WebSemantic Tagging for old maps...and other things on the Web
Semantic Tagging for old maps...and other things on the WebBernhard Haslhofer
 
ResourceSync: Leveraging Sitemaps for Resource Synchronization
ResourceSync: Leveraging Sitemaps for Resource SynchronizationResourceSync: Leveraging Sitemaps for Resource Synchronization
ResourceSync: Leveraging Sitemaps for Resource SynchronizationBernhard Haslhofer
 
Maphub - Annotations and Semantic Tags on Historical Maps
Maphub - Annotations and Semantic Tags on Historical MapsMaphub - Annotations and Semantic Tags on Historical Maps
Maphub - Annotations and Semantic Tags on Historical MapsBernhard Haslhofer
 
Old Maps, Annotations, and Open Data Networks
Old Maps, Annotations, and Open Data NetworksOld Maps, Annotations, and Open Data Networks
Old Maps, Annotations, and Open Data NetworksBernhard Haslhofer
 

More from Bernhard Haslhofer (20)

Decentralized Finance (DeFi) - Understanding Risks in an Emerging Financial P...
Decentralized Finance (DeFi) - Understanding Risks in an Emerging Financial P...Decentralized Finance (DeFi) - Understanding Risks in an Emerging Financial P...
Decentralized Finance (DeFi) - Understanding Risks in an Emerging Financial P...
 
Token Systems, Payment Channels, and Corporate Currencies
Token Systems, Payment Channels, and Corporate CurrenciesToken Systems, Payment Channels, and Corporate Currencies
Token Systems, Payment Channels, and Corporate Currencies
 
Can a blockchain solve the trust problem?
Can a blockchain solve the trust problem?Can a blockchain solve the trust problem?
Can a blockchain solve the trust problem?
 
Measurements in Cryptocurrency Networks
Measurements in Cryptocurrency NetworksMeasurements in Cryptocurrency Networks
Measurements in Cryptocurrency Networks
 
Post-Bitcoin Cryptocurrencies, Off-Chain Transaction Channels, and Cryptocur...
 Post-Bitcoin Cryptocurrencies, Off-Chain Transaction Channels, and Cryptocur... Post-Bitcoin Cryptocurrencies, Off-Chain Transaction Channels, and Cryptocur...
Post-Bitcoin Cryptocurrencies, Off-Chain Transaction Channels, and Cryptocur...
 
O Bitcoin Where Art Thou? An Introduction to Cryptocurrency Analytics
O Bitcoin Where Art Thou? An Introduction to Cryptocurrency AnalyticsO Bitcoin Where Art Thou? An Introduction to Cryptocurrency Analytics
O Bitcoin Where Art Thou? An Introduction to Cryptocurrency Analytics
 
Mind the Gap - Data Science Meets Software Engineering
Mind the Gap - Data Science Meets Software EngineeringMind the Gap - Data Science Meets Software Engineering
Mind the Gap - Data Science Meets Software Engineering
 
Maphub und Pelagios: Anwendung von Linked Data in den Digitalen Geisteswissen...
Maphub und Pelagios: Anwendung von Linked Data in den Digitalen Geisteswissen...Maphub und Pelagios: Anwendung von Linked Data in den Digitalen Geisteswissen...
Maphub und Pelagios: Anwendung von Linked Data in den Digitalen Geisteswissen...
 
The value of open data and the OpenGLAM network
The value of open data and the OpenGLAM networkThe value of open data and the OpenGLAM network
The value of open data and the OpenGLAM network
 
Things, not Strings
Things, not StringsThings, not Strings
Things, not Strings
 
Offene Daten im Kulturbereich - Die pragmatische Perspektive
Offene Daten im Kulturbereich - Die pragmatische PerspektiveOffene Daten im Kulturbereich - Die pragmatische Perspektive
Offene Daten im Kulturbereich - Die pragmatische Perspektive
 
Open Data - Principles and Techniques
Open Data - Principles and TechniquesOpen Data - Principles and Techniques
Open Data - Principles and Techniques
 
Semantic Tagging on Historical Maps
Semantic Tagging on Historical MapsSemantic Tagging on Historical Maps
Semantic Tagging on Historical Maps
 
OpenGLAM Intro @ OKFN.AT Meetup Graz
OpenGLAM Intro @ OKFN.AT Meetup GrazOpenGLAM Intro @ OKFN.AT Meetup Graz
OpenGLAM Intro @ OKFN.AT Meetup Graz
 
Semantic Tagging for old maps...and other things on the Web
Semantic Tagging for old maps...and other things on the WebSemantic Tagging for old maps...and other things on the Web
Semantic Tagging for old maps...and other things on the Web
 
Linked (Open) Data
Linked (Open) DataLinked (Open) Data
Linked (Open) Data
 
ResourceSync: Leveraging Sitemaps for Resource Synchronization
ResourceSync: Leveraging Sitemaps for Resource SynchronizationResourceSync: Leveraging Sitemaps for Resource Synchronization
ResourceSync: Leveraging Sitemaps for Resource Synchronization
 
Maphub and Annotorious
Maphub and AnnotoriousMaphub and Annotorious
Maphub and Annotorious
 
Maphub - Annotations and Semantic Tags on Historical Maps
Maphub - Annotations and Semantic Tags on Historical MapsMaphub - Annotations and Semantic Tags on Historical Maps
Maphub - Annotations and Semantic Tags on Historical Maps
 
Old Maps, Annotations, and Open Data Networks
Old Maps, Annotations, and Open Data NetworksOld Maps, Annotations, and Open Data Networks
Old Maps, Annotations, and Open Data Networks
 

Recently uploaded

定制(AUT毕业证书)新西兰奥克兰理工大学毕业证成绩单原版一比一
定制(AUT毕业证书)新西兰奥克兰理工大学毕业证成绩单原版一比一定制(AUT毕业证书)新西兰奥克兰理工大学毕业证成绩单原版一比一
定制(AUT毕业证书)新西兰奥克兰理工大学毕业证成绩单原版一比一Fs
 
Call Girls Service Adil Nagar 7001305949 Need escorts Service Pooja Vip
Call Girls Service Adil Nagar 7001305949 Need escorts Service Pooja VipCall Girls Service Adil Nagar 7001305949 Need escorts Service Pooja Vip
Call Girls Service Adil Nagar 7001305949 Need escorts Service Pooja VipCall Girls Lucknow
 
Git and Github workshop GDSC MLRITM
Git and Github  workshop GDSC MLRITMGit and Github  workshop GDSC MLRITM
Git and Github workshop GDSC MLRITMgdsc13
 
Call Girls In The Ocean Pearl Retreat Hotel New Delhi 9873777170
Call Girls In The Ocean Pearl Retreat Hotel New Delhi 9873777170Call Girls In The Ocean Pearl Retreat Hotel New Delhi 9873777170
Call Girls In The Ocean Pearl Retreat Hotel New Delhi 9873777170Sonam Pathan
 
定制(Management毕业证书)新加坡管理大学毕业证成绩单原版一比一
定制(Management毕业证书)新加坡管理大学毕业证成绩单原版一比一定制(Management毕业证书)新加坡管理大学毕业证成绩单原版一比一
定制(Management毕业证书)新加坡管理大学毕业证成绩单原版一比一Fs
 
Contact Rya Baby for Call Girls New Delhi
Contact Rya Baby for Call Girls New DelhiContact Rya Baby for Call Girls New Delhi
Contact Rya Baby for Call Girls New Delhimiss dipika
 
Call Girls in Uttam Nagar Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Uttam Nagar Delhi 💯Call Us 🔝8264348440🔝Call Girls in Uttam Nagar Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Uttam Nagar Delhi 💯Call Us 🔝8264348440🔝soniya singh
 
A Good Girl's Guide to Murder (A Good Girl's Guide to Murder, #1)
A Good Girl's Guide to Murder (A Good Girl's Guide to Murder, #1)A Good Girl's Guide to Murder (A Good Girl's Guide to Murder, #1)
A Good Girl's Guide to Murder (A Good Girl's Guide to Murder, #1)Christopher H Felton
 
Magic exist by Marta Loveguard - presentation.pptx
Magic exist by Marta Loveguard - presentation.pptxMagic exist by Marta Loveguard - presentation.pptx
Magic exist by Marta Loveguard - presentation.pptxMartaLoveguard
 
定制(Lincoln毕业证书)新西兰林肯大学毕业证成绩单原版一比一
定制(Lincoln毕业证书)新西兰林肯大学毕业证成绩单原版一比一定制(Lincoln毕业证书)新西兰林肯大学毕业证成绩单原版一比一
定制(Lincoln毕业证书)新西兰林肯大学毕业证成绩单原版一比一Fs
 
Potsdam FH学位证,波茨坦应用技术大学毕业证书1:1制作
Potsdam FH学位证,波茨坦应用技术大学毕业证书1:1制作Potsdam FH学位证,波茨坦应用技术大学毕业证书1:1制作
Potsdam FH学位证,波茨坦应用技术大学毕业证书1:1制作ys8omjxb
 
PHP-based rendering of TYPO3 Documentation
PHP-based rendering of TYPO3 DocumentationPHP-based rendering of TYPO3 Documentation
PHP-based rendering of TYPO3 DocumentationLinaWolf1
 
Call Girls South Delhi Delhi reach out to us at ☎ 9711199012
Call Girls South Delhi Delhi reach out to us at ☎ 9711199012Call Girls South Delhi Delhi reach out to us at ☎ 9711199012
Call Girls South Delhi Delhi reach out to us at ☎ 9711199012rehmti665
 
办理多伦多大学毕业证成绩单|购买加拿大UTSG文凭证书
办理多伦多大学毕业证成绩单|购买加拿大UTSG文凭证书办理多伦多大学毕业证成绩单|购买加拿大UTSG文凭证书
办理多伦多大学毕业证成绩单|购买加拿大UTSG文凭证书zdzoqco
 
Font Performance - NYC WebPerf Meetup April '24
Font Performance - NYC WebPerf Meetup April '24Font Performance - NYC WebPerf Meetup April '24
Font Performance - NYC WebPerf Meetup April '24Paul Calvano
 
Call Girls Near The Suryaa Hotel New Delhi 9873777170
Call Girls Near The Suryaa Hotel New Delhi 9873777170Call Girls Near The Suryaa Hotel New Delhi 9873777170
Call Girls Near The Suryaa Hotel New Delhi 9873777170Sonam Pathan
 
Top 10 Interactive Website Design Trends in 2024.pptx
Top 10 Interactive Website Design Trends in 2024.pptxTop 10 Interactive Website Design Trends in 2024.pptx
Top 10 Interactive Website Design Trends in 2024.pptxDyna Gilbert
 
办理(UofR毕业证书)罗切斯特大学毕业证成绩单原版一比一
办理(UofR毕业证书)罗切斯特大学毕业证成绩单原版一比一办理(UofR毕业证书)罗切斯特大学毕业证成绩单原版一比一
办理(UofR毕业证书)罗切斯特大学毕业证成绩单原版一比一z xss
 

Recently uploaded (20)

定制(AUT毕业证书)新西兰奥克兰理工大学毕业证成绩单原版一比一
定制(AUT毕业证书)新西兰奥克兰理工大学毕业证成绩单原版一比一定制(AUT毕业证书)新西兰奥克兰理工大学毕业证成绩单原版一比一
定制(AUT毕业证书)新西兰奥克兰理工大学毕业证成绩单原版一比一
 
Call Girls Service Adil Nagar 7001305949 Need escorts Service Pooja Vip
Call Girls Service Adil Nagar 7001305949 Need escorts Service Pooja VipCall Girls Service Adil Nagar 7001305949 Need escorts Service Pooja Vip
Call Girls Service Adil Nagar 7001305949 Need escorts Service Pooja Vip
 
Model Call Girl in Jamuna Vihar Delhi reach out to us at 🔝9953056974🔝
Model Call Girl in  Jamuna Vihar Delhi reach out to us at 🔝9953056974🔝Model Call Girl in  Jamuna Vihar Delhi reach out to us at 🔝9953056974🔝
Model Call Girl in Jamuna Vihar Delhi reach out to us at 🔝9953056974🔝
 
Git and Github workshop GDSC MLRITM
Git and Github  workshop GDSC MLRITMGit and Github  workshop GDSC MLRITM
Git and Github workshop GDSC MLRITM
 
Call Girls In The Ocean Pearl Retreat Hotel New Delhi 9873777170
Call Girls In The Ocean Pearl Retreat Hotel New Delhi 9873777170Call Girls In The Ocean Pearl Retreat Hotel New Delhi 9873777170
Call Girls In The Ocean Pearl Retreat Hotel New Delhi 9873777170
 
定制(Management毕业证书)新加坡管理大学毕业证成绩单原版一比一
定制(Management毕业证书)新加坡管理大学毕业证成绩单原版一比一定制(Management毕业证书)新加坡管理大学毕业证成绩单原版一比一
定制(Management毕业证书)新加坡管理大学毕业证成绩单原版一比一
 
Contact Rya Baby for Call Girls New Delhi
Contact Rya Baby for Call Girls New DelhiContact Rya Baby for Call Girls New Delhi
Contact Rya Baby for Call Girls New Delhi
 
Call Girls in Uttam Nagar Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Uttam Nagar Delhi 💯Call Us 🔝8264348440🔝Call Girls in Uttam Nagar Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Uttam Nagar Delhi 💯Call Us 🔝8264348440🔝
 
A Good Girl's Guide to Murder (A Good Girl's Guide to Murder, #1)
A Good Girl's Guide to Murder (A Good Girl's Guide to Murder, #1)A Good Girl's Guide to Murder (A Good Girl's Guide to Murder, #1)
A Good Girl's Guide to Murder (A Good Girl's Guide to Murder, #1)
 
Magic exist by Marta Loveguard - presentation.pptx
Magic exist by Marta Loveguard - presentation.pptxMagic exist by Marta Loveguard - presentation.pptx
Magic exist by Marta Loveguard - presentation.pptx
 
定制(Lincoln毕业证书)新西兰林肯大学毕业证成绩单原版一比一
定制(Lincoln毕业证书)新西兰林肯大学毕业证成绩单原版一比一定制(Lincoln毕业证书)新西兰林肯大学毕业证成绩单原版一比一
定制(Lincoln毕业证书)新西兰林肯大学毕业证成绩单原版一比一
 
Potsdam FH学位证,波茨坦应用技术大学毕业证书1:1制作
Potsdam FH学位证,波茨坦应用技术大学毕业证书1:1制作Potsdam FH学位证,波茨坦应用技术大学毕业证书1:1制作
Potsdam FH学位证,波茨坦应用技术大学毕业证书1:1制作
 
PHP-based rendering of TYPO3 Documentation
PHP-based rendering of TYPO3 DocumentationPHP-based rendering of TYPO3 Documentation
PHP-based rendering of TYPO3 Documentation
 
Hot Sexy call girls in Rk Puram 🔝 9953056974 🔝 Delhi escort Service
Hot Sexy call girls in  Rk Puram 🔝 9953056974 🔝 Delhi escort ServiceHot Sexy call girls in  Rk Puram 🔝 9953056974 🔝 Delhi escort Service
Hot Sexy call girls in Rk Puram 🔝 9953056974 🔝 Delhi escort Service
 
Call Girls South Delhi Delhi reach out to us at ☎ 9711199012
Call Girls South Delhi Delhi reach out to us at ☎ 9711199012Call Girls South Delhi Delhi reach out to us at ☎ 9711199012
Call Girls South Delhi Delhi reach out to us at ☎ 9711199012
 
办理多伦多大学毕业证成绩单|购买加拿大UTSG文凭证书
办理多伦多大学毕业证成绩单|购买加拿大UTSG文凭证书办理多伦多大学毕业证成绩单|购买加拿大UTSG文凭证书
办理多伦多大学毕业证成绩单|购买加拿大UTSG文凭证书
 
Font Performance - NYC WebPerf Meetup April '24
Font Performance - NYC WebPerf Meetup April '24Font Performance - NYC WebPerf Meetup April '24
Font Performance - NYC WebPerf Meetup April '24
 
Call Girls Near The Suryaa Hotel New Delhi 9873777170
Call Girls Near The Suryaa Hotel New Delhi 9873777170Call Girls Near The Suryaa Hotel New Delhi 9873777170
Call Girls Near The Suryaa Hotel New Delhi 9873777170
 
Top 10 Interactive Website Design Trends in 2024.pptx
Top 10 Interactive Website Design Trends in 2024.pptxTop 10 Interactive Website Design Trends in 2024.pptx
Top 10 Interactive Website Design Trends in 2024.pptx
 
办理(UofR毕业证书)罗切斯特大学毕业证成绩单原版一比一
办理(UofR毕业证书)罗切斯特大学毕业证成绩单原版一比一办理(UofR毕业证书)罗切斯特大学毕业证成绩单原版一比一
办理(UofR毕业证书)罗切斯特大学毕业证成绩单原版一比一
 

GraphSense - Real-time Insight into Virtual Currency Ecosystems

  • 1. GraphSense
 Real-time Insight into Virtual Currency Ecosystems Bernhard Haslhofer, AIT - Austrian Institute of Technology Austrian Data Forum (ADF) Vienna, 2015-10-04
  • 2.
  • 3. Bitcoin Ecosystem • A virtual currency based on a P2P network • Instant transactions worldwide • No central authorities and control • collective transaction management • collective money issuance • Public ledger of all transactions (block chain)
  • 4. Goals • Build algorithms and tools for gaining insight into evolving virtual currency transaction graphs • actor roles • transaction patterns • currency unit flows • network topology • anomalies
  • 5. Approach Scalable Anomaly Detection Algorithms (WP3) Cross Data Source Graph Construction (WP2) Open Data Data Streaming (WP1) Private Data Large-Scale Distributed Data Processing Platform Machine Learning and Data Mining Libraries Graph Analytics Frameworks GraphSense Analytics Dashboard (WP 4)
  • 6. Project Key Facts • Duration: 01.09.2015 - 30.08.2017 (24 months) • Partners: • AIT - Austrian Institute of Technology • Braintribe IT Technologies GmbH • WU Wien - Institute for Information Business • Funding: FFG - IKT der Zukunft • Contact: bernhard.haslhofer@ait.ac.at