SlideShare a Scribd company logo
1 of 13
Download to read offline
8th International Conference on Cloud Computing and Services Science (CLOSER 2018); Funchal, Madeira, Portugal, 2018
About being the Tortoise or
the Hare?
A Position Paper on Making Cloud
Applications too Fast and Furious for Attackers
Nane Kratzke
The next 15 minutes are about ...
• Some scary considerations on zero-
day exploits
• Moving target defense
• The idea to (permanently) jangle
attackers nerves
• Some evaluation results
• Conclusions and open issues
Prof. Dr. rer. nat. Nane Kratzke
Computer Science and Business Information Systems
2
Paper URL
Presentation URL
Speaker Deck
How to defense against unknown
vulnerabilities?
Prof. Dr. rer. nat. Nane Kratzke
Computer Science and Business Information Systems
3
Reported in January 2018. Mainly x86 microprocessors with out-of-order
execution and branch-prediction affected since 1995 (says Google).
CVE-2017-5754
CVE-2017-5715
CVE-2017-5753
I started my
computer science
studies in 1996!
My microprocessorprofessor told me,out-of-order
execution and
branch-prediction isone of the coolestthings on earth.
Moving Target Defense (MTD)
ACM Moving Target Defense Workshops 2014 - 2017
Prof. Dr. rer. nat. Nane Kratzke
Computer Science and Business Information Systems
4
• The static nature of current computing systems has made them easy to
attack and harder to defend.
• The idea of moving-target defense (MTD) is to impose the same
asymmetric disadvantage on attackers by making systems dynamic
(harder to explore and predict).
• Moving target defense reduces the need for threat detection.
We need a reactive component as well
Biological systems are different.
Defensive “walls” can be
breached at several layers.
An additional active defense
system is needed to attack
potential successful intruders - an
immune system.
Prof. Dr. rer. nat. Nane Kratzke
Computer Science and Business Information Systems
5
We build a transferability solution ...
Prof. Dr. rer. nat. Nane Kratzke
Praktische Informatik und betriebliche Informationssysteme
6
Operate application on current provider.
Scale cluster into prospective provider.
Shutdown nodes on current provider.
Cluster reschedules lost container.
Migration finished.
Quint, P.-C., & Kratzke, N. (2016). Overcome Vendor Lock-In by
Integrating Already Available Container Technologies - Towards
Transferability in Cloud Computing for SMEs. In Proceedings of CLOUD
COMPUTING 2016 (7th. International Conference on Cloud Computing,
GRIDS and Virtualization).
… mainly, to avoid Vendor Lock-In:
• Make use of elastic container
platforms to operate elastic
services being deployable to any
IaaS cloud infrastructure.
• Transfer of these services from one
private or public cloud infrastructure
to another at runtime.
Kratzke, N. (2017). Smuggling Multi-Cloud Support into Cloud-native
Applications using Elastic Container Platforms. In Proceedings of the 7th
Int. Conf. on Cloud Computing and Services Science (CLOSER
2017) (pp. 29–42).
Most systems rely on their defence walls
and just wait to be attacked
Prof. Dr. rer. nat. Nane Kratzke
Computer Science and Business Information Systems
7
Successfully breached node (lateral movement)
How long can presence be maintained?
Prof. Dr. rer. nat. Nane Kratzke
Computer Science and Business Information Systems
8
Answer: Surprisingly long!
Let us make the game more challenging
for the attacker
Prof. Dr. rer. nat. Nane Kratzke
Computer Science and Business Information Systems
9
We can create a race between
a manual (time-intensive)
breach and a fully automatic
(and fast) regeneration.
Regenerated node (randomly chosen at some point in time)
Successfully breached node (lateral movement)
Runtime to regenerate one node
Prof. Dr. rer. nat. Nane Kratzke
Computer Science and Business Information Systems
10
Request a
node
Adjust
Security
Groups
Join
Node
0
100
200
300
400
500
600
700
AWS OpenStack GCE Azure
Runtimes (median values in seconds)
Creation Secgroup Joining Termination
Adjust
Security
Group
Terminate
Node
Remember: The median time
being undetected in 2016 was
99 DAYS
1
minute
10
minutes
Conclusion, open issues and limitations
• The presented approach means for attackers
that their time being „undetected“ drops from
months down to minutes .
• Can we reduce regenerations without
increasing own efforts?
• What is about exploits/attacks that are
adaptable to bio-inspired systems?
• How to protect the regeneration mechanism
against attackers?
• Biology inspired solutions come with
downsides like
• fever (too many nodes in regeneration at the same
time, system runs hot)
• auto-immune disease (healthy nodes are attacked
too often)
Prof. Dr. rer. nat. Nane Kratzke
Computer Science and Business Information Systems
11
Acknowledgement
• Rabbit, Tortoise: Pixabay (CC0 Public Domain)
• Fortress: Pixabay (CC0 Public Domain)
• Bowman: Pixabay (CC0 Public Domain)
• Definition: Pixabay (CC0 Public Domain, PDPics)
• Railway: Pixabay (CC0 Public Domain, Fotoworkshop4You)
• Air Transport: Pixabay (CC0 Public Domain, WikiImages)
Prof. Dr. rer. nat. Nane Kratzke
Computer Science and Business Information Systems
12
Picture Reference
This research is partly funded by German Federal Ministry of
Education and Research (13FH021PX4).
Paper URL
Presentation URL
Speaker Deck
About
Prof. Dr. rer. nat. Nane Kratzke
Computer Science and Business Information Systems
13
Nane Kratzke
CoSA: http://cosa.fh-luebeck.de/en/contact/people/n-kratzke
Blog: http://www.nkode.io
Twitter: @NaneKratzke
GooglePlus: +NaneKratzke
LinkedIn: https://de.linkedin.com/in/nanekratzke
GitHub: https://github.com/nkratzke
ResearchGate: https://www.researchgate.net/profile/Nane_Kratzke
SlideShare: http://de.slideshare.net/i21aneka

More Related Content

What's hot

Obtén visibilidad completa y encuentra problemas de seguridad ocultos
Obtén visibilidad completa y encuentra problemas de seguridad ocultosObtén visibilidad completa y encuentra problemas de seguridad ocultos
Obtén visibilidad completa y encuentra problemas de seguridad ocultosElasticsearch
 
Binary Clone Wars at CanSecWest 2009
Binary Clone Wars at CanSecWest 2009Binary Clone Wars at CanSecWest 2009
Binary Clone Wars at CanSecWest 2009Derek Callaway
 
Genestack Genomics Applications Platform
Genestack Genomics Applications PlatformGenestack Genomics Applications Platform
Genestack Genomics Applications Platformgenestack
 
Automatisez la détection des menaces et évitez les faux positifs
Automatisez la détection des menaces et évitez les faux positifsAutomatisez la détection des menaces et évitez les faux positifs
Automatisez la détection des menaces et évitez les faux positifsElasticsearch
 
DOST 2016 Cloud Without Failures
DOST 2016 Cloud Without FailuresDOST 2016 Cloud Without Failures
DOST 2016 Cloud Without FailuresJorge Cardoso
 
A TIME EFFICIENT APPROACH FOR DETECTING ERRORS IN BIG SENSOR DATA ON CLOUD
A TIME EFFICIENT APPROACH FOR DETECTING ERRORS IN BIG SENSOR DATA ON CLOUDA TIME EFFICIENT APPROACH FOR DETECTING ERRORS IN BIG SENSOR DATA ON CLOUD
A TIME EFFICIENT APPROACH FOR DETECTING ERRORS IN BIG SENSOR DATA ON CLOUDI3E Technologies
 
Elastic Security Solution Brief
Elastic Security Solution BriefElastic Security Solution Brief
Elastic Security Solution BriefJoseph DeFever
 
Opérez vos processus avec l'alerting, les tableaux de bord personnalisés et l...
Opérez vos processus avec l'alerting, les tableaux de bord personnalisés et l...Opérez vos processus avec l'alerting, les tableaux de bord personnalisés et l...
Opérez vos processus avec l'alerting, les tableaux de bord personnalisés et l...Elasticsearch
 
Real Security in a Virtual Environment
Real Security in a Virtual EnvironmentReal Security in a Virtual Environment
Real Security in a Virtual EnvironmentMattias Geniar
 
A hybrid cloud approach for secure authorized deduplication
A hybrid cloud approach for secure authorized deduplicationA hybrid cloud approach for secure authorized deduplication
A hybrid cloud approach for secure authorized deduplicationLeMeniz Infotech
 
Elastic Security: Enterprise Protection Built on the Elastic Stack
Elastic Security: Enterprise Protection Built on the Elastic StackElastic Security: Enterprise Protection Built on the Elastic Stack
Elastic Security: Enterprise Protection Built on the Elastic StackElasticsearch
 
161129 tryggve-at niasc-biobanks
161129 tryggve-at niasc-biobanks161129 tryggve-at niasc-biobanks
161129 tryggve-at niasc-biobanksanttipursula
 
Top Cited Papers - International Journal of Network Security & Its Applicatio...
Top Cited Papers - International Journal of Network Security & Its Applicatio...Top Cited Papers - International Journal of Network Security & Its Applicatio...
Top Cited Papers - International Journal of Network Security & Its Applicatio...IJNSA Journal
 
A hybrid cloud approach for secure authorized deduplication
A hybrid cloud approach for secure authorized deduplicationA hybrid cloud approach for secure authorized deduplication
A hybrid cloud approach for secure authorized deduplicationPapitha Velumani
 
Sept2016 sv dnanexus_benchmarking
Sept2016 sv dnanexus_benchmarkingSept2016 sv dnanexus_benchmarking
Sept2016 sv dnanexus_benchmarkingGenomeInABottle
 
International Journal of Network Security & Its Applications (IJNSA)
International Journal of Network Security & Its Applications (IJNSA)International Journal of Network Security & Its Applications (IJNSA)
International Journal of Network Security & Its Applications (IJNSA)IJNSA Journal
 
Searchable Symmetric Encryption with Forward Search Privacy
Searchable Symmetric Encryption with Forward Search PrivacySearchable Symmetric Encryption with Forward Search Privacy
Searchable Symmetric Encryption with Forward Search PrivacyJAYAPRAKASH JPINFOTECH
 

What's hot (20)

Obtén visibilidad completa y encuentra problemas de seguridad ocultos
Obtén visibilidad completa y encuentra problemas de seguridad ocultosObtén visibilidad completa y encuentra problemas de seguridad ocultos
Obtén visibilidad completa y encuentra problemas de seguridad ocultos
 
Binary Clone Wars at CanSecWest 2009
Binary Clone Wars at CanSecWest 2009Binary Clone Wars at CanSecWest 2009
Binary Clone Wars at CanSecWest 2009
 
Genestack Genomics Applications Platform
Genestack Genomics Applications PlatformGenestack Genomics Applications Platform
Genestack Genomics Applications Platform
 
Automatisez la détection des menaces et évitez les faux positifs
Automatisez la détection des menaces et évitez les faux positifsAutomatisez la détection des menaces et évitez les faux positifs
Automatisez la détection des menaces et évitez les faux positifs
 
DOST 2016 Cloud Without Failures
DOST 2016 Cloud Without FailuresDOST 2016 Cloud Without Failures
DOST 2016 Cloud Without Failures
 
A TIME EFFICIENT APPROACH FOR DETECTING ERRORS IN BIG SENSOR DATA ON CLOUD
A TIME EFFICIENT APPROACH FOR DETECTING ERRORS IN BIG SENSOR DATA ON CLOUDA TIME EFFICIENT APPROACH FOR DETECTING ERRORS IN BIG SENSOR DATA ON CLOUD
A TIME EFFICIENT APPROACH FOR DETECTING ERRORS IN BIG SENSOR DATA ON CLOUD
 
Elastic Security Solution Brief
Elastic Security Solution BriefElastic Security Solution Brief
Elastic Security Solution Brief
 
DESCON Keynote Take 2
DESCON Keynote Take 2DESCON Keynote Take 2
DESCON Keynote Take 2
 
prj exam
prj examprj exam
prj exam
 
Opérez vos processus avec l'alerting, les tableaux de bord personnalisés et l...
Opérez vos processus avec l'alerting, les tableaux de bord personnalisés et l...Opérez vos processus avec l'alerting, les tableaux de bord personnalisés et l...
Opérez vos processus avec l'alerting, les tableaux de bord personnalisés et l...
 
Real Security in a Virtual Environment
Real Security in a Virtual EnvironmentReal Security in a Virtual Environment
Real Security in a Virtual Environment
 
A hybrid cloud approach for secure authorized deduplication
A hybrid cloud approach for secure authorized deduplicationA hybrid cloud approach for secure authorized deduplication
A hybrid cloud approach for secure authorized deduplication
 
Elastic Security: Enterprise Protection Built on the Elastic Stack
Elastic Security: Enterprise Protection Built on the Elastic StackElastic Security: Enterprise Protection Built on the Elastic Stack
Elastic Security: Enterprise Protection Built on the Elastic Stack
 
161129 tryggve-at niasc-biobanks
161129 tryggve-at niasc-biobanks161129 tryggve-at niasc-biobanks
161129 tryggve-at niasc-biobanks
 
Top Cited Papers - International Journal of Network Security & Its Applicatio...
Top Cited Papers - International Journal of Network Security & Its Applicatio...Top Cited Papers - International Journal of Network Security & Its Applicatio...
Top Cited Papers - International Journal of Network Security & Its Applicatio...
 
A hybrid cloud approach for secure authorized deduplication
A hybrid cloud approach for secure authorized deduplicationA hybrid cloud approach for secure authorized deduplication
A hybrid cloud approach for secure authorized deduplication
 
Sept2016 sv dnanexus_benchmarking
Sept2016 sv dnanexus_benchmarkingSept2016 sv dnanexus_benchmarking
Sept2016 sv dnanexus_benchmarking
 
[IJET-V2I1P12] Authors:Nikesh Pansare, Akash Somkuwar , Adil Shaikh and Satya...
[IJET-V2I1P12] Authors:Nikesh Pansare, Akash Somkuwar , Adil Shaikh and Satya...[IJET-V2I1P12] Authors:Nikesh Pansare, Akash Somkuwar , Adil Shaikh and Satya...
[IJET-V2I1P12] Authors:Nikesh Pansare, Akash Somkuwar , Adil Shaikh and Satya...
 
International Journal of Network Security & Its Applications (IJNSA)
International Journal of Network Security & Its Applications (IJNSA)International Journal of Network Security & Its Applications (IJNSA)
International Journal of Network Security & Its Applications (IJNSA)
 
Searchable Symmetric Encryption with Forward Search Privacy
Searchable Symmetric Encryption with Forward Search PrivacySearchable Symmetric Encryption with Forward Search Privacy
Searchable Symmetric Encryption with Forward Search Privacy
 

Similar to About being the Tortoise or the Hare? Making Cloud Applications too Fast and Furious for Attackers

There is no impenetrable system - So, why we are still waiting to get breached?
There is no impenetrable system - So, why we are still waiting to get breached?There is no impenetrable system - So, why we are still waiting to get breached?
There is no impenetrable system - So, why we are still waiting to get breached?Nane Kratzke
 
Recapitulation Workshop Cloud Reliability Resilience 2016
Recapitulation Workshop Cloud Reliability Resilience 2016Recapitulation Workshop Cloud Reliability Resilience 2016
Recapitulation Workshop Cloud Reliability Resilience 2016Jorge Cardoso
 
ClouNS - A Cloud-native Application Reference Model for Enterprise Architects
ClouNS - A Cloud-native Application Reference Model for Enterprise ArchitectsClouNS - A Cloud-native Application Reference Model for Enterprise Architects
ClouNS - A Cloud-native Application Reference Model for Enterprise ArchitectsNane Kratzke
 
What the cloud has to do with a burning house?
What the cloud has to do with a burning house?What the cloud has to do with a burning house?
What the cloud has to do with a burning house?Nane Kratzke
 
Wicsa2011 cloud tutorial
Wicsa2011 cloud tutorialWicsa2011 cloud tutorial
Wicsa2011 cloud tutorialAnna Liu
 
Chaos Engineering - The Art of Breaking Things in Production
Chaos Engineering - The Art of Breaking Things in ProductionChaos Engineering - The Art of Breaking Things in Production
Chaos Engineering - The Art of Breaking Things in ProductionKeet Sugathadasa
 
Cloud Operations and Analytics: Improving Distributed Systems Reliability usi...
Cloud Operations and Analytics: Improving Distributed Systems Reliability usi...Cloud Operations and Analytics: Improving Distributed Systems Reliability usi...
Cloud Operations and Analytics: Improving Distributed Systems Reliability usi...Jorge Cardoso
 
2015 04 bio it world
2015 04 bio it world2015 04 bio it world
2015 04 bio it worldChris Dwan
 
Security TechTalk | AWS Public Sector Summit 2016
Security TechTalk | AWS Public Sector Summit 2016Security TechTalk | AWS Public Sector Summit 2016
Security TechTalk | AWS Public Sector Summit 2016Amazon Web Services
 
We have the Bricks to Build Cloud-native Cathedrals - But do we have the mortar?
We have the Bricks to Build Cloud-native Cathedrals - But do we have the mortar?We have the Bricks to Build Cloud-native Cathedrals - But do we have the mortar?
We have the Bricks to Build Cloud-native Cathedrals - But do we have the mortar?Nane Kratzke
 
Cloud computing in biomedicine intel talk
Cloud computing in biomedicine intel talkCloud computing in biomedicine intel talk
Cloud computing in biomedicine intel talkKetan Paranjape
 
How to break apart a monolithic system safely without destroying your team - ...
How to break apart a monolithic system safely without destroying your team - ...How to break apart a monolithic system safely without destroying your team - ...
How to break apart a monolithic system safely without destroying your team - ...Matthew Skelton
 
Teams and monoliths - Matthew Skelton - Velocity EU 2016
Teams and monoliths - Matthew Skelton - Velocity EU 2016Teams and monoliths - Matthew Skelton - Velocity EU 2016
Teams and monoliths - Matthew Skelton - Velocity EU 2016Skelton Thatcher Consulting Ltd
 
Cloud Roundtable at Microsoft Switzerland
Cloud Roundtable at Microsoft Switzerland Cloud Roundtable at Microsoft Switzerland
Cloud Roundtable at Microsoft Switzerland mictc
 
Towards a Lightweight Multi-Cloud DSL for Elastic and Transferable Cloud-nati...
Towards a Lightweight Multi-Cloud DSL for Elastic and Transferable Cloud-nati...Towards a Lightweight Multi-Cloud DSL for Elastic and Transferable Cloud-nati...
Towards a Lightweight Multi-Cloud DSL for Elastic and Transferable Cloud-nati...Nane Kratzke
 
Cloud Testbeds for Standards Development and Innovation
Cloud Testbeds for Standards Development and InnovationCloud Testbeds for Standards Development and Innovation
Cloud Testbeds for Standards Development and InnovationAlan Sill
 
About Microservices, Containers and their Underestimated Impact on Network Pe...
About Microservices, Containers and their Underestimated Impact on Network Pe...About Microservices, Containers and their Underestimated Impact on Network Pe...
About Microservices, Containers and their Underestimated Impact on Network Pe...Nane Kratzke
 
A Survey Paper on Removal of Data Duplication in a Hybrid Cloud
 A Survey Paper on Removal of Data Duplication in a Hybrid Cloud  A Survey Paper on Removal of Data Duplication in a Hybrid Cloud
A Survey Paper on Removal of Data Duplication in a Hybrid Cloud IRJET Journal
 
Teams and monoliths - Matthew Skelton - Agile in the City Bristol 2016
Teams and monoliths - Matthew Skelton - Agile in the City Bristol 2016Teams and monoliths - Matthew Skelton - Agile in the City Bristol 2016
Teams and monoliths - Matthew Skelton - Agile in the City Bristol 2016Skelton Thatcher Consulting Ltd
 

Similar to About being the Tortoise or the Hare? Making Cloud Applications too Fast and Furious for Attackers (20)

There is no impenetrable system - So, why we are still waiting to get breached?
There is no impenetrable system - So, why we are still waiting to get breached?There is no impenetrable system - So, why we are still waiting to get breached?
There is no impenetrable system - So, why we are still waiting to get breached?
 
Recapitulation Workshop Cloud Reliability Resilience 2016
Recapitulation Workshop Cloud Reliability Resilience 2016Recapitulation Workshop Cloud Reliability Resilience 2016
Recapitulation Workshop Cloud Reliability Resilience 2016
 
ClouNS - A Cloud-native Application Reference Model for Enterprise Architects
ClouNS - A Cloud-native Application Reference Model for Enterprise ArchitectsClouNS - A Cloud-native Application Reference Model for Enterprise Architects
ClouNS - A Cloud-native Application Reference Model for Enterprise Architects
 
What the cloud has to do with a burning house?
What the cloud has to do with a burning house?What the cloud has to do with a burning house?
What the cloud has to do with a burning house?
 
Wicsa2011 cloud tutorial
Wicsa2011 cloud tutorialWicsa2011 cloud tutorial
Wicsa2011 cloud tutorial
 
Microsoft Dryad
Microsoft DryadMicrosoft Dryad
Microsoft Dryad
 
Chaos Engineering - The Art of Breaking Things in Production
Chaos Engineering - The Art of Breaking Things in ProductionChaos Engineering - The Art of Breaking Things in Production
Chaos Engineering - The Art of Breaking Things in Production
 
Cloud Operations and Analytics: Improving Distributed Systems Reliability usi...
Cloud Operations and Analytics: Improving Distributed Systems Reliability usi...Cloud Operations and Analytics: Improving Distributed Systems Reliability usi...
Cloud Operations and Analytics: Improving Distributed Systems Reliability usi...
 
2015 04 bio it world
2015 04 bio it world2015 04 bio it world
2015 04 bio it world
 
Security TechTalk | AWS Public Sector Summit 2016
Security TechTalk | AWS Public Sector Summit 2016Security TechTalk | AWS Public Sector Summit 2016
Security TechTalk | AWS Public Sector Summit 2016
 
We have the Bricks to Build Cloud-native Cathedrals - But do we have the mortar?
We have the Bricks to Build Cloud-native Cathedrals - But do we have the mortar?We have the Bricks to Build Cloud-native Cathedrals - But do we have the mortar?
We have the Bricks to Build Cloud-native Cathedrals - But do we have the mortar?
 
Cloud computing in biomedicine intel talk
Cloud computing in biomedicine intel talkCloud computing in biomedicine intel talk
Cloud computing in biomedicine intel talk
 
How to break apart a monolithic system safely without destroying your team - ...
How to break apart a monolithic system safely without destroying your team - ...How to break apart a monolithic system safely without destroying your team - ...
How to break apart a monolithic system safely without destroying your team - ...
 
Teams and monoliths - Matthew Skelton - Velocity EU 2016
Teams and monoliths - Matthew Skelton - Velocity EU 2016Teams and monoliths - Matthew Skelton - Velocity EU 2016
Teams and monoliths - Matthew Skelton - Velocity EU 2016
 
Cloud Roundtable at Microsoft Switzerland
Cloud Roundtable at Microsoft Switzerland Cloud Roundtable at Microsoft Switzerland
Cloud Roundtable at Microsoft Switzerland
 
Towards a Lightweight Multi-Cloud DSL for Elastic and Transferable Cloud-nati...
Towards a Lightweight Multi-Cloud DSL for Elastic and Transferable Cloud-nati...Towards a Lightweight Multi-Cloud DSL for Elastic and Transferable Cloud-nati...
Towards a Lightweight Multi-Cloud DSL for Elastic and Transferable Cloud-nati...
 
Cloud Testbeds for Standards Development and Innovation
Cloud Testbeds for Standards Development and InnovationCloud Testbeds for Standards Development and Innovation
Cloud Testbeds for Standards Development and Innovation
 
About Microservices, Containers and their Underestimated Impact on Network Pe...
About Microservices, Containers and their Underestimated Impact on Network Pe...About Microservices, Containers and their Underestimated Impact on Network Pe...
About Microservices, Containers and their Underestimated Impact on Network Pe...
 
A Survey Paper on Removal of Data Duplication in a Hybrid Cloud
 A Survey Paper on Removal of Data Duplication in a Hybrid Cloud  A Survey Paper on Removal of Data Duplication in a Hybrid Cloud
A Survey Paper on Removal of Data Duplication in a Hybrid Cloud
 
Teams and monoliths - Matthew Skelton - Agile in the City Bristol 2016
Teams and monoliths - Matthew Skelton - Agile in the City Bristol 2016Teams and monoliths - Matthew Skelton - Agile in the City Bristol 2016
Teams and monoliths - Matthew Skelton - Agile in the City Bristol 2016
 

More from Nane Kratzke

Smart like a Fox: How clever students trick dumb programming assignment asses...
Smart like a Fox: How clever students trick dumb programming assignment asses...Smart like a Fox: How clever students trick dumb programming assignment asses...
Smart like a Fox: How clever students trick dumb programming assignment asses...Nane Kratzke
 
#BTW17 on Twitter (Die Bundestagswahl 2017 auf Twitter - war der Ausgang abzu...
#BTW17 on Twitter (Die Bundestagswahl 2017 auf Twitter - war der Ausgang abzu...#BTW17 on Twitter (Die Bundestagswahl 2017 auf Twitter - war der Ausgang abzu...
#BTW17 on Twitter (Die Bundestagswahl 2017 auf Twitter - war der Ausgang abzu...Nane Kratzke
 
Serverless Architectures - Where have all the servers gone?
Serverless Architectures - Where have all the servers gone?Serverless Architectures - Where have all the servers gone?
Serverless Architectures - Where have all the servers gone?Nane Kratzke
 
Der Bundestagswahlkampf 2017 auf Twitter - War der Ausgang abzusehen?
Der Bundestagswahlkampf 2017 auf Twitter - War der Ausgang abzusehen?Der Bundestagswahlkampf 2017 auf Twitter - War der Ausgang abzusehen?
Der Bundestagswahlkampf 2017 auf Twitter - War der Ausgang abzusehen?Nane Kratzke
 
Smuggling Multi-Cloud Support into Cloud-native Applications using Elastic Co...
Smuggling Multi-Cloud Support into Cloud-native Applications using Elastic Co...Smuggling Multi-Cloud Support into Cloud-native Applications using Elastic Co...
Smuggling Multi-Cloud Support into Cloud-native Applications using Elastic Co...Nane Kratzke
 
Was die Cloud mit einem brennenden Haus zu tun hat
Was die Cloud mit einem brennenden Haus zu tun hatWas die Cloud mit einem brennenden Haus zu tun hat
Was die Cloud mit einem brennenden Haus zu tun hatNane Kratzke
 
RESTful APIs mit Dart
RESTful APIs mit DartRESTful APIs mit Dart
RESTful APIs mit DartNane Kratzke
 
ppbench - A Visualizing Network Benchmark for Microservices
ppbench - A Visualizing Network Benchmark for Microservicesppbench - A Visualizing Network Benchmark for Microservices
ppbench - A Visualizing Network Benchmark for MicroservicesNane Kratzke
 
Java Streams und Lambdas
Java Streams und LambdasJava Streams und Lambdas
Java Streams und LambdasNane Kratzke
 
Dart (Teil II der Tour de Dart)
Dart (Teil II der Tour de Dart)Dart (Teil II der Tour de Dart)
Dart (Teil II der Tour de Dart)Nane Kratzke
 
Dart (Teil I der Tour de Dart)
Dart (Teil I der Tour de Dart)Dart (Teil I der Tour de Dart)
Dart (Teil I der Tour de Dart)Nane Kratzke
 
Cloud Economics in Training and Simulation
Cloud Economics in Training and SimulationCloud Economics in Training and Simulation
Cloud Economics in Training and SimulationNane Kratzke
 
Are cloud based virtual labs cost effective? (CSEDU 2012)
Are cloud based virtual labs cost effective? (CSEDU 2012)Are cloud based virtual labs cost effective? (CSEDU 2012)
Are cloud based virtual labs cost effective? (CSEDU 2012)Nane Kratzke
 
What Cost Us Cloud Computing
What Cost Us Cloud ComputingWhat Cost Us Cloud Computing
What Cost Us Cloud ComputingNane Kratzke
 
Overcoming Cost Intransparency of Cloud Computing
Overcoming Cost Intransparency of Cloud ComputingOvercoming Cost Intransparency of Cloud Computing
Overcoming Cost Intransparency of Cloud ComputingNane Kratzke
 

More from Nane Kratzke (15)

Smart like a Fox: How clever students trick dumb programming assignment asses...
Smart like a Fox: How clever students trick dumb programming assignment asses...Smart like a Fox: How clever students trick dumb programming assignment asses...
Smart like a Fox: How clever students trick dumb programming assignment asses...
 
#BTW17 on Twitter (Die Bundestagswahl 2017 auf Twitter - war der Ausgang abzu...
#BTW17 on Twitter (Die Bundestagswahl 2017 auf Twitter - war der Ausgang abzu...#BTW17 on Twitter (Die Bundestagswahl 2017 auf Twitter - war der Ausgang abzu...
#BTW17 on Twitter (Die Bundestagswahl 2017 auf Twitter - war der Ausgang abzu...
 
Serverless Architectures - Where have all the servers gone?
Serverless Architectures - Where have all the servers gone?Serverless Architectures - Where have all the servers gone?
Serverless Architectures - Where have all the servers gone?
 
Der Bundestagswahlkampf 2017 auf Twitter - War der Ausgang abzusehen?
Der Bundestagswahlkampf 2017 auf Twitter - War der Ausgang abzusehen?Der Bundestagswahlkampf 2017 auf Twitter - War der Ausgang abzusehen?
Der Bundestagswahlkampf 2017 auf Twitter - War der Ausgang abzusehen?
 
Smuggling Multi-Cloud Support into Cloud-native Applications using Elastic Co...
Smuggling Multi-Cloud Support into Cloud-native Applications using Elastic Co...Smuggling Multi-Cloud Support into Cloud-native Applications using Elastic Co...
Smuggling Multi-Cloud Support into Cloud-native Applications using Elastic Co...
 
Was die Cloud mit einem brennenden Haus zu tun hat
Was die Cloud mit einem brennenden Haus zu tun hatWas die Cloud mit einem brennenden Haus zu tun hat
Was die Cloud mit einem brennenden Haus zu tun hat
 
RESTful APIs mit Dart
RESTful APIs mit DartRESTful APIs mit Dart
RESTful APIs mit Dart
 
ppbench - A Visualizing Network Benchmark for Microservices
ppbench - A Visualizing Network Benchmark for Microservicesppbench - A Visualizing Network Benchmark for Microservices
ppbench - A Visualizing Network Benchmark for Microservices
 
Java Streams und Lambdas
Java Streams und LambdasJava Streams und Lambdas
Java Streams und Lambdas
 
Dart (Teil II der Tour de Dart)
Dart (Teil II der Tour de Dart)Dart (Teil II der Tour de Dart)
Dart (Teil II der Tour de Dart)
 
Dart (Teil I der Tour de Dart)
Dart (Teil I der Tour de Dart)Dart (Teil I der Tour de Dart)
Dart (Teil I der Tour de Dart)
 
Cloud Economics in Training and Simulation
Cloud Economics in Training and SimulationCloud Economics in Training and Simulation
Cloud Economics in Training and Simulation
 
Are cloud based virtual labs cost effective? (CSEDU 2012)
Are cloud based virtual labs cost effective? (CSEDU 2012)Are cloud based virtual labs cost effective? (CSEDU 2012)
Are cloud based virtual labs cost effective? (CSEDU 2012)
 
What Cost Us Cloud Computing
What Cost Us Cloud ComputingWhat Cost Us Cloud Computing
What Cost Us Cloud Computing
 
Overcoming Cost Intransparency of Cloud Computing
Overcoming Cost Intransparency of Cloud ComputingOvercoming Cost Intransparency of Cloud Computing
Overcoming Cost Intransparency of Cloud Computing
 

Recently uploaded

(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...ranjana rawat
 
KubeKraft presentation @CloudNativeHooghly
KubeKraft presentation @CloudNativeHooghlyKubeKraft presentation @CloudNativeHooghly
KubeKraft presentation @CloudNativeHooghlysanyuktamishra911
 
Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Pargaon  6297143586 Call Hot Indian Gi...Booking open Available Pune Call Girls Pargaon  6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...Call Girls in Nagpur High Profile
 
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 BookingVIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Bookingdharasingh5698
 
Online banking management system project.pdf
Online banking management system project.pdfOnline banking management system project.pdf
Online banking management system project.pdfKamal Acharya
 
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINEMANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINESIVASHANKAR N
 
Glass Ceramics: Processing and Properties
Glass Ceramics: Processing and PropertiesGlass Ceramics: Processing and Properties
Glass Ceramics: Processing and PropertiesPrabhanshu Chaturvedi
 
MANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLS
MANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLSMANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLS
MANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLSSIVASHANKAR N
 
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdfONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdfKamal Acharya
 
Introduction to IEEE STANDARDS and its different types.pptx
Introduction to IEEE STANDARDS and its different types.pptxIntroduction to IEEE STANDARDS and its different types.pptx
Introduction to IEEE STANDARDS and its different types.pptxupamatechverse
 
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete RecordCCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete RecordAsst.prof M.Gokilavani
 
Russian Call Girls in Nagpur Grishma Call 7001035870 Meet With Nagpur Escorts
Russian Call Girls in Nagpur Grishma Call 7001035870 Meet With Nagpur EscortsRussian Call Girls in Nagpur Grishma Call 7001035870 Meet With Nagpur Escorts
Russian Call Girls in Nagpur Grishma Call 7001035870 Meet With Nagpur EscortsCall Girls in Nagpur High Profile
 
Processing & Properties of Floor and Wall Tiles.pptx
Processing & Properties of Floor and Wall Tiles.pptxProcessing & Properties of Floor and Wall Tiles.pptx
Processing & Properties of Floor and Wall Tiles.pptxpranjaldaimarysona
 
UNIT-V FMM.HYDRAULIC TURBINE - Construction and working
UNIT-V FMM.HYDRAULIC TURBINE - Construction and workingUNIT-V FMM.HYDRAULIC TURBINE - Construction and working
UNIT-V FMM.HYDRAULIC TURBINE - Construction and workingrknatarajan
 
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...ranjana rawat
 
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service Nashik
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service NashikCall Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service Nashik
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service NashikCall Girls in Nagpur High Profile
 
Coefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptxCoefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptxAsutosh Ranjan
 
College Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service NashikCollege Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service NashikCall Girls in Nagpur High Profile
 
Booking open Available Pune Call Girls Koregaon Park 6297143586 Call Hot Ind...
Booking open Available Pune Call Girls Koregaon Park  6297143586 Call Hot Ind...Booking open Available Pune Call Girls Koregaon Park  6297143586 Call Hot Ind...
Booking open Available Pune Call Girls Koregaon Park 6297143586 Call Hot Ind...Call Girls in Nagpur High Profile
 
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...ranjana rawat
 

Recently uploaded (20)

(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 
KubeKraft presentation @CloudNativeHooghly
KubeKraft presentation @CloudNativeHooghlyKubeKraft presentation @CloudNativeHooghly
KubeKraft presentation @CloudNativeHooghly
 
Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Pargaon  6297143586 Call Hot Indian Gi...Booking open Available Pune Call Girls Pargaon  6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...
 
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 BookingVIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Booking
 
Online banking management system project.pdf
Online banking management system project.pdfOnline banking management system project.pdf
Online banking management system project.pdf
 
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINEMANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
 
Glass Ceramics: Processing and Properties
Glass Ceramics: Processing and PropertiesGlass Ceramics: Processing and Properties
Glass Ceramics: Processing and Properties
 
MANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLS
MANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLSMANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLS
MANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLS
 
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdfONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
 
Introduction to IEEE STANDARDS and its different types.pptx
Introduction to IEEE STANDARDS and its different types.pptxIntroduction to IEEE STANDARDS and its different types.pptx
Introduction to IEEE STANDARDS and its different types.pptx
 
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete RecordCCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
 
Russian Call Girls in Nagpur Grishma Call 7001035870 Meet With Nagpur Escorts
Russian Call Girls in Nagpur Grishma Call 7001035870 Meet With Nagpur EscortsRussian Call Girls in Nagpur Grishma Call 7001035870 Meet With Nagpur Escorts
Russian Call Girls in Nagpur Grishma Call 7001035870 Meet With Nagpur Escorts
 
Processing & Properties of Floor and Wall Tiles.pptx
Processing & Properties of Floor and Wall Tiles.pptxProcessing & Properties of Floor and Wall Tiles.pptx
Processing & Properties of Floor and Wall Tiles.pptx
 
UNIT-V FMM.HYDRAULIC TURBINE - Construction and working
UNIT-V FMM.HYDRAULIC TURBINE - Construction and workingUNIT-V FMM.HYDRAULIC TURBINE - Construction and working
UNIT-V FMM.HYDRAULIC TURBINE - Construction and working
 
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service Nashik
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service NashikCall Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service Nashik
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service Nashik
 
Coefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptxCoefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptx
 
College Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service NashikCollege Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
 
Booking open Available Pune Call Girls Koregaon Park 6297143586 Call Hot Ind...
Booking open Available Pune Call Girls Koregaon Park  6297143586 Call Hot Ind...Booking open Available Pune Call Girls Koregaon Park  6297143586 Call Hot Ind...
Booking open Available Pune Call Girls Koregaon Park 6297143586 Call Hot Ind...
 
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 

About being the Tortoise or the Hare? Making Cloud Applications too Fast and Furious for Attackers

  • 1. 8th International Conference on Cloud Computing and Services Science (CLOSER 2018); Funchal, Madeira, Portugal, 2018 About being the Tortoise or the Hare? A Position Paper on Making Cloud Applications too Fast and Furious for Attackers Nane Kratzke
  • 2. The next 15 minutes are about ... • Some scary considerations on zero- day exploits • Moving target defense • The idea to (permanently) jangle attackers nerves • Some evaluation results • Conclusions and open issues Prof. Dr. rer. nat. Nane Kratzke Computer Science and Business Information Systems 2 Paper URL Presentation URL Speaker Deck
  • 3. How to defense against unknown vulnerabilities? Prof. Dr. rer. nat. Nane Kratzke Computer Science and Business Information Systems 3 Reported in January 2018. Mainly x86 microprocessors with out-of-order execution and branch-prediction affected since 1995 (says Google). CVE-2017-5754 CVE-2017-5715 CVE-2017-5753 I started my computer science studies in 1996! My microprocessorprofessor told me,out-of-order execution and branch-prediction isone of the coolestthings on earth.
  • 4. Moving Target Defense (MTD) ACM Moving Target Defense Workshops 2014 - 2017 Prof. Dr. rer. nat. Nane Kratzke Computer Science and Business Information Systems 4 • The static nature of current computing systems has made them easy to attack and harder to defend. • The idea of moving-target defense (MTD) is to impose the same asymmetric disadvantage on attackers by making systems dynamic (harder to explore and predict). • Moving target defense reduces the need for threat detection.
  • 5. We need a reactive component as well Biological systems are different. Defensive “walls” can be breached at several layers. An additional active defense system is needed to attack potential successful intruders - an immune system. Prof. Dr. rer. nat. Nane Kratzke Computer Science and Business Information Systems 5
  • 6. We build a transferability solution ... Prof. Dr. rer. nat. Nane Kratzke Praktische Informatik und betriebliche Informationssysteme 6 Operate application on current provider. Scale cluster into prospective provider. Shutdown nodes on current provider. Cluster reschedules lost container. Migration finished. Quint, P.-C., & Kratzke, N. (2016). Overcome Vendor Lock-In by Integrating Already Available Container Technologies - Towards Transferability in Cloud Computing for SMEs. In Proceedings of CLOUD COMPUTING 2016 (7th. International Conference on Cloud Computing, GRIDS and Virtualization). … mainly, to avoid Vendor Lock-In: • Make use of elastic container platforms to operate elastic services being deployable to any IaaS cloud infrastructure. • Transfer of these services from one private or public cloud infrastructure to another at runtime. Kratzke, N. (2017). Smuggling Multi-Cloud Support into Cloud-native Applications using Elastic Container Platforms. In Proceedings of the 7th Int. Conf. on Cloud Computing and Services Science (CLOSER 2017) (pp. 29–42).
  • 7. Most systems rely on their defence walls and just wait to be attacked Prof. Dr. rer. nat. Nane Kratzke Computer Science and Business Information Systems 7 Successfully breached node (lateral movement)
  • 8. How long can presence be maintained? Prof. Dr. rer. nat. Nane Kratzke Computer Science and Business Information Systems 8 Answer: Surprisingly long!
  • 9. Let us make the game more challenging for the attacker Prof. Dr. rer. nat. Nane Kratzke Computer Science and Business Information Systems 9 We can create a race between a manual (time-intensive) breach and a fully automatic (and fast) regeneration. Regenerated node (randomly chosen at some point in time) Successfully breached node (lateral movement)
  • 10. Runtime to regenerate one node Prof. Dr. rer. nat. Nane Kratzke Computer Science and Business Information Systems 10 Request a node Adjust Security Groups Join Node 0 100 200 300 400 500 600 700 AWS OpenStack GCE Azure Runtimes (median values in seconds) Creation Secgroup Joining Termination Adjust Security Group Terminate Node Remember: The median time being undetected in 2016 was 99 DAYS 1 minute 10 minutes
  • 11. Conclusion, open issues and limitations • The presented approach means for attackers that their time being „undetected“ drops from months down to minutes . • Can we reduce regenerations without increasing own efforts? • What is about exploits/attacks that are adaptable to bio-inspired systems? • How to protect the regeneration mechanism against attackers? • Biology inspired solutions come with downsides like • fever (too many nodes in regeneration at the same time, system runs hot) • auto-immune disease (healthy nodes are attacked too often) Prof. Dr. rer. nat. Nane Kratzke Computer Science and Business Information Systems 11
  • 12. Acknowledgement • Rabbit, Tortoise: Pixabay (CC0 Public Domain) • Fortress: Pixabay (CC0 Public Domain) • Bowman: Pixabay (CC0 Public Domain) • Definition: Pixabay (CC0 Public Domain, PDPics) • Railway: Pixabay (CC0 Public Domain, Fotoworkshop4You) • Air Transport: Pixabay (CC0 Public Domain, WikiImages) Prof. Dr. rer. nat. Nane Kratzke Computer Science and Business Information Systems 12 Picture Reference This research is partly funded by German Federal Ministry of Education and Research (13FH021PX4). Paper URL Presentation URL Speaker Deck
  • 13. About Prof. Dr. rer. nat. Nane Kratzke Computer Science and Business Information Systems 13 Nane Kratzke CoSA: http://cosa.fh-luebeck.de/en/contact/people/n-kratzke Blog: http://www.nkode.io Twitter: @NaneKratzke GooglePlus: +NaneKratzke LinkedIn: https://de.linkedin.com/in/nanekratzke GitHub: https://github.com/nkratzke ResearchGate: https://www.researchgate.net/profile/Nane_Kratzke SlideShare: http://de.slideshare.net/i21aneka