SlideShare a Scribd company logo
1 of 11
MIST 2012
Panel Discussion: “Key Challenges in
 Defending Against Insider Threats”




                  Ruo Ando
    National Institute of Information and
        Communication Technology
               Tokyo, Japan
Outline: insider threat and data leakage
Information leakage is one of the most serious damages
caused by insider threat. In this talk, I will introduce some
key issues about ex-post countermeasures of information
leakage

①First, "Data lives forever" problem is introduced. Once sensitive
information is leaked over Internet, we have no effective
countermeasures to nullify it. Some topics such as advanced secret
sharing and right to be forgotten will be noted.

②Second, I will talk briefly about "Data sovereignty" to provide a logical
and technical basis for tracking spread information. PDP (provable data
possession) could be one of solutions.

Finally, I will present some actual cases about these problems.
Insider Threats and Information leakage
  LostTape 14%            Incidents by Breach Type
                                                         Stolen document
                                                               14%


                                                      Attacks from outside by hacking
                                                      is motivated for botNet, FaaS etc.

                                                      Data Leakage is one of the main
                                                      purpose of insider attack. Besides,
                                                      this kind of threat causes
                                                      retroactive disclosure.

    Disposal
  Document 14%
                           2012/11 http://www.datalossdb.org

                          Data lives forever:Once sensitive data is released to network,
Social Engineering        it circulates forever.
And APT is sometimes
So hard to be prevented
Technically.              Information leak: retroactive disclosure
                          Sensitive data could retrieved and retroactivated as offense.
Can retroactivation as offense be mitigated ?
  Is ex-post countermeasure possible ?
              Is it unstoppable
              even if we adopt
              domain seizure in
               Amazon EC2 ?
                                                     DLP can protect sensitive
                                                      data sent from SNS ?

    2012/08                         Top threats to enterprise security
Dropbox Confirms                    IDC’s survey
User Email Leaks                                                        2008     2010
– Adds Additional                 Trojans, Virtuses, other malware        54      78
   Protection
                                  Spyware                                 48      74
                                  Hackers                                 41      67
                                  Employees exposing information          52      66
                                  Equipment misconfiguration              41       61
                                  Application Vulnerabilities             44      59
                                  Spam                                    39      58
                                  Data stolen by trusted party            38      53
  Is it possible to prevent
                                  Insider sabotage                        34      49
 Uploading sensitive files ?
Japan’s case: information leakage
           via P2P networks
   2008/03/22
 National Bank of                                              2009/04/02: Tokyo
  Japan leaks
                                                               Rinkai Hospital –
Confidential insider
   information
                                                               a list of 598
                                                               inpatients information


      2005/06
   Documents of
   nuclear power
 plant of Mitsubishi
    was leaked.

                                                    2010/10/30 Metropolitan Police
         2009/01/08: National Information-            Department taking charge of
         Technology Promotion Agency - a             international terrorism splits a
         database of Ministry of Internal Affiars       confidential list over P2P
         and National Patent Office                             networks
Data Sovereignty in Cloud computing era
                                                    A Position Paper on Data
          Data Sovereignty :-                    Sovereignty: The Importance of
                                                  Geolocating Data in the Cloud
the coupling of stored data authenticity          Zachary N. J. Peterson, Mark
 and geographical location in the cloud           Gondree, and Robert Beverly.
                                                     USENIX HotCloud 2011




                               However, as Cloud computing environment has
                               become international, securing data sovereignty
                               is harder and harder.



                                                    Giuseppe Ateniese, Randal C.
 Technology of geolocation could be                 Burns, Reza Curtmola, Joseph
                                                    Herring, Lea Kissner, Zachary
 cheated. PDP (Provable Data Possession)                 N. J. Peterson, Dawn
 could be one of the solutions                      Xiaodong Song: Provable data
 for this problem.                                     possession at untrusted
                                                        stores. ACM CCS 2007
"Data lives forever" problem
• Wiki Leaks
WikiLeaks is an international organization that publishes submissions of
otherwise unavailable documents from anonymous sources and leaks.
On July 25, 2010, WikiLeaks released to The Guardian, The New York
Times, and Der Spiegel over 92,000 documentsrelated to the war in
Afghanistan between 2004 and the end of 2009.

• “Right to forget and delete”
European Commission sets out strategy to strengthen EU data protection
rules Nov 2010. “Controlling your information, having access to your data,
being able to modify or delete it – these are essential rights that have to be
guaranteed in today's digital world. “
P2P security
                        VANISH: self destructing data

Roxana Geambasu, Tadayoshi Kohno, Amit Levy, Henry M. Levy. Vanish:
Increasing Data Privacy with Self-Destructing Data. In Proceedings of the
USENIX Security Symposium, Montreal, Canada, August 2009.
Technology: Secret sharing protocol and DHT

In vanish system, shared file is disappeared from network in a fixed interval.
Bob sends {C,L} to Alice. VANISH is implemented for Vuse DHT.



                                    {C,L}
    Data, timeout                                            Data, timeout
                                     KN



 RANDOM INDEXES (L)                           K2           RANDOM INDEXES (L)

                               K1
  C=Ek(data)                                                 data=Dk(C)
P2P security
                      UNVANISH: reconstructing data

Defeating Vanish with Low-Cost Sybil Attacks Against Large DHTs
Scott Wolchok, Owen S. Hofmann, Nadia Heninger, Edward W. Felten, J.
Alex Halderman, Christopher J. Rossbach, Brent Waters, and Emmett
Witchel, Network and IT Security Conference: NDSS 2010

UNVANISH mounts sybil nodes into DHT to replicate Ek hash to
reconstruct data.


                         {C,L}
                                        UNVANISH

   Data, timeout                                       Data, timeout
                                  KN



 RANDOM INDEXES (L)                         K2        RANDOM INDEXES (L)

                            K1
  C=Ek(data)                                            data=Dk(C)
Example:
  Propagation speed
  over DHT network

                                                                                                                 d if f
                                                   1 000000




                                                    1 00000




                                                     1 0000
                                                              0   1   2   3   4   5   6   7   8   9   10   11   12        13   14   15   16   17   18   19   20   21   22   23   24   25   26




                                                                                                                nod e
                                                  12000000


                                                  10000000


                                                   8000000


                                                   6000000


                                                   4000000


                                                   2000000


Bit Torrent traffic rate of all internet                  0
                                                              0   1   2   3   4   5   6   7   8   9   10   11   12        13   14   15   16   17   18   19   20   21   22   23   24   25   26

estimates
① “55%” - CableLabs
About an half of upstream traffic of CATV.

② “35%” - CacheLogic
“LIVEWIRE - File-sharing network thrives
                                                                                                   After 5 hours,
beneath the Radar”                                                                            Δ ( increasing) become
③ “60%” - documents in www.sans.edu
                                                                                                       stable
                                              In first 4 hours, we can
“It is estimated that more than 60%
of the traffic on                                       obtain
the internet is peer-to-peer.”               more than 4000000 peers!

More Related Content

What's hot

Copyrightcontraband cepe2007
Copyrightcontraband cepe2007Copyrightcontraband cepe2007
Copyrightcontraband cepe2007Eddan Katz
 
Legally Correct But Technologically Off the Mark - The Case of Arie Genger
Legally Correct But Technologically Off the Mark - The Case of Arie GengerLegally Correct But Technologically Off the Mark - The Case of Arie Genger
Legally Correct But Technologically Off the Mark - The Case of Arie GengerMark Hyde
 
OMG DDS Tutorial - Part I
OMG DDS Tutorial - Part IOMG DDS Tutorial - Part I
OMG DDS Tutorial - Part IAngelo Corsaro
 
IRJET- A Survey for an Efficient Secure Guarantee in Network Flow
IRJET-  	  A Survey for an Efficient Secure Guarantee in Network FlowIRJET-  	  A Survey for an Efficient Secure Guarantee in Network Flow
IRJET- A Survey for an Efficient Secure Guarantee in Network FlowIRJET Journal
 
zenoh -- the ZEro Network OverHead protocol
zenoh -- the ZEro Network OverHead protocolzenoh -- the ZEro Network OverHead protocol
zenoh -- the ZEro Network OverHead protocolAngelo Corsaro
 
International Journal of Wireless & Mobile Networks (IJWMN)
International Journal of Wireless & Mobile Networks (IJWMN) International Journal of Wireless & Mobile Networks (IJWMN)
International Journal of Wireless & Mobile Networks (IJWMN) ijwmn
 
Interplay of Digital Forensics in eDiscovery
Interplay of Digital Forensics in eDiscoveryInterplay of Digital Forensics in eDiscovery
Interplay of Digital Forensics in eDiscoveryCSCJournals
 
Ijeee 16-19-digital media hidden data extracting
Ijeee 16-19-digital media hidden data extractingIjeee 16-19-digital media hidden data extracting
Ijeee 16-19-digital media hidden data extractingKumar Goud
 
Network of Excellence in Internet Science (Multidisciplinarity and its Implic...
Network of Excellence in Internet Science (Multidisciplinarity and its Implic...Network of Excellence in Internet Science (Multidisciplinarity and its Implic...
Network of Excellence in Internet Science (Multidisciplinarity and its Implic...i_scienceEU
 
The Impact on Security due to the Vulnerabilities Existing in the network a S...
The Impact on Security due to the Vulnerabilities Existing in the network a S...The Impact on Security due to the Vulnerabilities Existing in the network a S...
The Impact on Security due to the Vulnerabilities Existing in the network a S...IJAEMSJORNAL
 
Audio Steganography Using Discrete Wavelet Transformation (DWT) & Discrete Co...
Audio Steganography Using Discrete Wavelet Transformation (DWT) & Discrete Co...Audio Steganography Using Discrete Wavelet Transformation (DWT) & Discrete Co...
Audio Steganography Using Discrete Wavelet Transformation (DWT) & Discrete Co...iosrjce
 
Twenty Years of Metadata: Lessons from the First Two Decades of the Web
Twenty Years of Metadata: Lessons from the First Two Decades of the WebTwenty Years of Metadata: Lessons from the First Two Decades of the Web
Twenty Years of Metadata: Lessons from the First Two Decades of the WebStuart Weibel
 
zenoh -- the ZEro Network OverHead protocol
zenoh -- the ZEro Network OverHead protocolzenoh -- the ZEro Network OverHead protocol
zenoh -- the ZEro Network OverHead protocolAngelo Corsaro
 
The Data Distribution Service
The Data Distribution ServiceThe Data Distribution Service
The Data Distribution ServiceAngelo Corsaro
 
DDS in Action -- Part I
DDS in Action -- Part IDDS in Action -- Part I
DDS in Action -- Part IAngelo Corsaro
 
Privacy preserving detection of sensitive data exposure
Privacy preserving detection of sensitive data exposurePrivacy preserving detection of sensitive data exposure
Privacy preserving detection of sensitive data exposurePvrtechnologies Nellore
 

What's hot (19)

Copyrightcontraband cepe2007
Copyrightcontraband cepe2007Copyrightcontraband cepe2007
Copyrightcontraband cepe2007
 
Legally Correct But Technologically Off the Mark - The Case of Arie Genger
Legally Correct But Technologically Off the Mark - The Case of Arie GengerLegally Correct But Technologically Off the Mark - The Case of Arie Genger
Legally Correct But Technologically Off the Mark - The Case of Arie Genger
 
OMG DDS Tutorial - Part I
OMG DDS Tutorial - Part IOMG DDS Tutorial - Part I
OMG DDS Tutorial - Part I
 
IRJET- A Survey for an Efficient Secure Guarantee in Network Flow
IRJET-  	  A Survey for an Efficient Secure Guarantee in Network FlowIRJET-  	  A Survey for an Efficient Secure Guarantee in Network Flow
IRJET- A Survey for an Efficient Secure Guarantee in Network Flow
 
zenoh -- the ZEro Network OverHead protocol
zenoh -- the ZEro Network OverHead protocolzenoh -- the ZEro Network OverHead protocol
zenoh -- the ZEro Network OverHead protocol
 
International Journal of Wireless & Mobile Networks (IJWMN)
International Journal of Wireless & Mobile Networks (IJWMN) International Journal of Wireless & Mobile Networks (IJWMN)
International Journal of Wireless & Mobile Networks (IJWMN)
 
Interplay of Digital Forensics in eDiscovery
Interplay of Digital Forensics in eDiscoveryInterplay of Digital Forensics in eDiscovery
Interplay of Digital Forensics in eDiscovery
 
Ijeee 16-19-digital media hidden data extracting
Ijeee 16-19-digital media hidden data extractingIjeee 16-19-digital media hidden data extracting
Ijeee 16-19-digital media hidden data extracting
 
Network of Excellence in Internet Science (Multidisciplinarity and its Implic...
Network of Excellence in Internet Science (Multidisciplinarity and its Implic...Network of Excellence in Internet Science (Multidisciplinarity and its Implic...
Network of Excellence in Internet Science (Multidisciplinarity and its Implic...
 
The Impact on Security due to the Vulnerabilities Existing in the network a S...
The Impact on Security due to the Vulnerabilities Existing in the network a S...The Impact on Security due to the Vulnerabilities Existing in the network a S...
The Impact on Security due to the Vulnerabilities Existing in the network a S...
 
Audio Steganography Using Discrete Wavelet Transformation (DWT) & Discrete Co...
Audio Steganography Using Discrete Wavelet Transformation (DWT) & Discrete Co...Audio Steganography Using Discrete Wavelet Transformation (DWT) & Discrete Co...
Audio Steganography Using Discrete Wavelet Transformation (DWT) & Discrete Co...
 
O046048187
O046048187O046048187
O046048187
 
Twenty Years of Metadata: Lessons from the First Two Decades of the Web
Twenty Years of Metadata: Lessons from the First Two Decades of the WebTwenty Years of Metadata: Lessons from the First Two Decades of the Web
Twenty Years of Metadata: Lessons from the First Two Decades of the Web
 
zenoh -- the ZEro Network OverHead protocol
zenoh -- the ZEro Network OverHead protocolzenoh -- the ZEro Network OverHead protocol
zenoh -- the ZEro Network OverHead protocol
 
The Data Distribution Service
The Data Distribution ServiceThe Data Distribution Service
The Data Distribution Service
 
DDS in Action -- Part I
DDS in Action -- Part IDDS in Action -- Part I
DDS in Action -- Part I
 
Prometheus
PrometheusPrometheus
Prometheus
 
Ej24856861
Ej24856861Ej24856861
Ej24856861
 
Privacy preserving detection of sensitive data exposure
Privacy preserving detection of sensitive data exposurePrivacy preserving detection of sensitive data exposure
Privacy preserving detection of sensitive data exposure
 

Similar to Mist2012 panel discussion-ruo ando

Tokenization on the Node - Data Protection for Security and Compliance
Tokenization on the Node - Data Protection for Security and ComplianceTokenization on the Node - Data Protection for Security and Compliance
Tokenization on the Node - Data Protection for Security and ComplianceUlf Mattsson
 
On How the Darknet and its Access to SCADA is a Threat to National Critical I...
On How the Darknet and its Access to SCADA is a Threat to National Critical I...On How the Darknet and its Access to SCADA is a Threat to National Critical I...
On How the Darknet and its Access to SCADA is a Threat to National Critical I...Matthew Kurnava
 
cloud security using Fog Computing
cloud security using Fog Computingcloud security using Fog Computing
cloud security using Fog Computingarchana lisbon
 
The Death Of Computer Forensics: Digital Forensics After the Singularity
The Death Of Computer Forensics: Digital Forensics After the SingularityThe Death Of Computer Forensics: Digital Forensics After the Singularity
The Death Of Computer Forensics: Digital Forensics After the SingularityTech and Law Center
 
DocomUSA Cyber Security
DocomUSA Cyber SecurityDocomUSA Cyber Security
DocomUSA Cyber Securitydocomusa
 
IRJET - Security Model for Preserving the Privacy of Medical Big Data in ...
IRJET -  	  Security Model for Preserving the Privacy of Medical Big Data in ...IRJET -  	  Security Model for Preserving the Privacy of Medical Big Data in ...
IRJET - Security Model for Preserving the Privacy of Medical Big Data in ...IRJET Journal
 
Data protection in cloud computing - Data Protection Conference 2011
Data protection in cloud computing - Data Protection Conference 2011Data protection in cloud computing - Data Protection Conference 2011
Data protection in cloud computing - Data Protection Conference 2011Cloud Legal Project
 
Internet of Things (IoT) Security using stream cipher.ppt
Internet of Things (IoT)  Security using stream cipher.pptInternet of Things (IoT)  Security using stream cipher.ppt
Internet of Things (IoT) Security using stream cipher.pptAliSalman110
 
Cloud Forensics: Drawbacks in Current Methodologies and Proposed Solution
Cloud Forensics: Drawbacks in Current Methodologies and Proposed SolutionCloud Forensics: Drawbacks in Current Methodologies and Proposed Solution
Cloud Forensics: Drawbacks in Current Methodologies and Proposed SolutionIJERA Editor
 
Publishing consuming Linked Sensor Data meetup Cuenca
Publishing consuming Linked Sensor Data meetup CuencaPublishing consuming Linked Sensor Data meetup Cuenca
Publishing consuming Linked Sensor Data meetup CuencaJean-Paul Calbimonte
 
PCTY 2012, IBM Security and Strategy v. Fabio Panada
PCTY 2012, IBM Security and Strategy v. Fabio PanadaPCTY 2012, IBM Security and Strategy v. Fabio Panada
PCTY 2012, IBM Security and Strategy v. Fabio PanadaIBM Danmark
 
Data security as a top priority in the digital world: preserve data value by ...
Data security as a top priority in the digital world: preserve data value by ...Data security as a top priority in the digital world: preserve data value by ...
Data security as a top priority in the digital world: preserve data value by ...Anastasija Nikiforova
 
Privacy-Preserving Updates to Anonymous and Confidential Database
Privacy-Preserving Updates to Anonymous and Confidential DatabasePrivacy-Preserving Updates to Anonymous and Confidential Database
Privacy-Preserving Updates to Anonymous and Confidential Databaseijdmtaiir
 
Oracle tech db-02-hacking-neum-15.04.2010
Oracle tech db-02-hacking-neum-15.04.2010Oracle tech db-02-hacking-neum-15.04.2010
Oracle tech db-02-hacking-neum-15.04.2010Oracle BH
 
The evolving threat in the face of increased connectivity
The evolving threat in the face of increased connectivityThe evolving threat in the face of increased connectivity
The evolving threat in the face of increased connectivityAPNIC
 
Issa chicago next generation tokenization ulf mattsson apr 2011
Issa chicago next generation tokenization ulf mattsson   apr 2011Issa chicago next generation tokenization ulf mattsson   apr 2011
Issa chicago next generation tokenization ulf mattsson apr 2011Ulf Mattsson
 
FOG COMPUTING- Presentation
FOG COMPUTING- Presentation FOG COMPUTING- Presentation
FOG COMPUTING- Presentation Anjana Shivangi
 
Trends in network security feinstein - informatica64
Trends in network security   feinstein - informatica64Trends in network security   feinstein - informatica64
Trends in network security feinstein - informatica64Chema Alonso
 

Similar to Mist2012 panel discussion-ruo ando (20)

Tokenization on the Node - Data Protection for Security and Compliance
Tokenization on the Node - Data Protection for Security and ComplianceTokenization on the Node - Data Protection for Security and Compliance
Tokenization on the Node - Data Protection for Security and Compliance
 
On How the Darknet and its Access to SCADA is a Threat to National Critical I...
On How the Darknet and its Access to SCADA is a Threat to National Critical I...On How the Darknet and its Access to SCADA is a Threat to National Critical I...
On How the Darknet and its Access to SCADA is a Threat to National Critical I...
 
cloud security using Fog Computing
cloud security using Fog Computingcloud security using Fog Computing
cloud security using Fog Computing
 
The Death Of Computer Forensics: Digital Forensics After the Singularity
The Death Of Computer Forensics: Digital Forensics After the SingularityThe Death Of Computer Forensics: Digital Forensics After the Singularity
The Death Of Computer Forensics: Digital Forensics After the Singularity
 
DocomUSA Cyber Security
DocomUSA Cyber SecurityDocomUSA Cyber Security
DocomUSA Cyber Security
 
IRJET - Security Model for Preserving the Privacy of Medical Big Data in ...
IRJET -  	  Security Model for Preserving the Privacy of Medical Big Data in ...IRJET -  	  Security Model for Preserving the Privacy of Medical Big Data in ...
IRJET - Security Model for Preserving the Privacy of Medical Big Data in ...
 
Data protection in cloud computing - Data Protection Conference 2011
Data protection in cloud computing - Data Protection Conference 2011Data protection in cloud computing - Data Protection Conference 2011
Data protection in cloud computing - Data Protection Conference 2011
 
Internet of Things (IoT) Security using stream cipher.ppt
Internet of Things (IoT)  Security using stream cipher.pptInternet of Things (IoT)  Security using stream cipher.ppt
Internet of Things (IoT) Security using stream cipher.ppt
 
Cloud Forensics: Drawbacks in Current Methodologies and Proposed Solution
Cloud Forensics: Drawbacks in Current Methodologies and Proposed SolutionCloud Forensics: Drawbacks in Current Methodologies and Proposed Solution
Cloud Forensics: Drawbacks in Current Methodologies and Proposed Solution
 
Publishing consuming Linked Sensor Data meetup Cuenca
Publishing consuming Linked Sensor Data meetup CuencaPublishing consuming Linked Sensor Data meetup Cuenca
Publishing consuming Linked Sensor Data meetup Cuenca
 
PCTY 2012, IBM Security and Strategy v. Fabio Panada
PCTY 2012, IBM Security and Strategy v. Fabio PanadaPCTY 2012, IBM Security and Strategy v. Fabio Panada
PCTY 2012, IBM Security and Strategy v. Fabio Panada
 
Data security as a top priority in the digital world: preserve data value by ...
Data security as a top priority in the digital world: preserve data value by ...Data security as a top priority in the digital world: preserve data value by ...
Data security as a top priority in the digital world: preserve data value by ...
 
CYBER AWARENESS
CYBER AWARENESSCYBER AWARENESS
CYBER AWARENESS
 
Privacy-Preserving Updates to Anonymous and Confidential Database
Privacy-Preserving Updates to Anonymous and Confidential DatabasePrivacy-Preserving Updates to Anonymous and Confidential Database
Privacy-Preserving Updates to Anonymous and Confidential Database
 
20111214 iisf shinoda_
20111214 iisf shinoda_20111214 iisf shinoda_
20111214 iisf shinoda_
 
Oracle tech db-02-hacking-neum-15.04.2010
Oracle tech db-02-hacking-neum-15.04.2010Oracle tech db-02-hacking-neum-15.04.2010
Oracle tech db-02-hacking-neum-15.04.2010
 
The evolving threat in the face of increased connectivity
The evolving threat in the face of increased connectivityThe evolving threat in the face of increased connectivity
The evolving threat in the face of increased connectivity
 
Issa chicago next generation tokenization ulf mattsson apr 2011
Issa chicago next generation tokenization ulf mattsson   apr 2011Issa chicago next generation tokenization ulf mattsson   apr 2011
Issa chicago next generation tokenization ulf mattsson apr 2011
 
FOG COMPUTING- Presentation
FOG COMPUTING- Presentation FOG COMPUTING- Presentation
FOG COMPUTING- Presentation
 
Trends in network security feinstein - informatica64
Trends in network security   feinstein - informatica64Trends in network security   feinstein - informatica64
Trends in network security feinstein - informatica64
 

More from Ruo Ando

KISTI-NII Joint Security Workshop 2023.pdf
KISTI-NII Joint Security Workshop 2023.pdfKISTI-NII Joint Security Workshop 2023.pdf
KISTI-NII Joint Security Workshop 2023.pdfRuo Ando
 
Gartner 「セキュリティ&リスクマネジメントサミット 2019」- 安藤
Gartner 「セキュリティ&リスクマネジメントサミット 2019」- 安藤Gartner 「セキュリティ&リスクマネジメントサミット 2019」- 安藤
Gartner 「セキュリティ&リスクマネジメントサミット 2019」- 安藤Ruo Ando
 
解説#86 決定木 - ss.pdf
解説#86 決定木 - ss.pdf解説#86 決定木 - ss.pdf
解説#86 決定木 - ss.pdfRuo Ando
 
SaaSアカデミー for バックオフィス アイドルと学ぶDX講座 ~アイドル戦略に見るDXを専門家が徹底解説~
SaaSアカデミー for バックオフィス アイドルと学ぶDX講座  ~アイドル戦略に見るDXを専門家が徹底解説~SaaSアカデミー for バックオフィス アイドルと学ぶDX講座  ~アイドル戦略に見るDXを専門家が徹底解説~
SaaSアカデミー for バックオフィス アイドルと学ぶDX講座 ~アイドル戦略に見るDXを専門家が徹底解説~Ruo Ando
 
解説#83 情報エントロピー
解説#83 情報エントロピー解説#83 情報エントロピー
解説#83 情報エントロピーRuo Ando
 
解説#82 記号論理学
解説#82 記号論理学解説#82 記号論理学
解説#82 記号論理学Ruo Ando
 
解説#81 ロジスティック回帰
解説#81 ロジスティック回帰解説#81 ロジスティック回帰
解説#81 ロジスティック回帰Ruo Ando
 
解説#74 連結リスト
解説#74 連結リスト解説#74 連結リスト
解説#74 連結リストRuo Ando
 
解説#76 福岡正信
解説#76 福岡正信解説#76 福岡正信
解説#76 福岡正信Ruo Ando
 
解説#77 非加算無限
解説#77 非加算無限解説#77 非加算無限
解説#77 非加算無限Ruo Ando
 
解説#1 C言語ポインタとアドレス
解説#1 C言語ポインタとアドレス解説#1 C言語ポインタとアドレス
解説#1 C言語ポインタとアドレスRuo Ando
 
解説#78 誤差逆伝播
解説#78 誤差逆伝播解説#78 誤差逆伝播
解説#78 誤差逆伝播Ruo Ando
 
解説#73 ハフマン符号
解説#73 ハフマン符号解説#73 ハフマン符号
解説#73 ハフマン符号Ruo Ando
 
【技術解説20】 ミニバッチ確率的勾配降下法
【技術解説20】 ミニバッチ確率的勾配降下法【技術解説20】 ミニバッチ確率的勾配降下法
【技術解説20】 ミニバッチ確率的勾配降下法Ruo Ando
 
【技術解説4】assertion failureとuse after-free
【技術解説4】assertion failureとuse after-free【技術解説4】assertion failureとuse after-free
【技術解説4】assertion failureとuse after-freeRuo Ando
 
ITmedia Security Week 2021 講演資料
ITmedia Security Week 2021 講演資料 ITmedia Security Week 2021 講演資料
ITmedia Security Week 2021 講演資料 Ruo Ando
 
ファジングの解説
ファジングの解説ファジングの解説
ファジングの解説Ruo Ando
 
AI(機械学習・深層学習)との協働スキルとOperational AIの事例紹介 @ ビジネス+ITセミナー 2020年11月
AI(機械学習・深層学習)との協働スキルとOperational AIの事例紹介 @ ビジネス+ITセミナー 2020年11月AI(機械学習・深層学習)との協働スキルとOperational AIの事例紹介 @ ビジネス+ITセミナー 2020年11月
AI(機械学習・深層学習)との協働スキルとOperational AIの事例紹介 @ ビジネス+ITセミナー 2020年11月Ruo Ando
 
【AI実装4】TensorFlowのプログラムを読む2 非線形回帰
【AI実装4】TensorFlowのプログラムを読む2 非線形回帰【AI実装4】TensorFlowのプログラムを読む2 非線形回帰
【AI実装4】TensorFlowのプログラムを読む2 非線形回帰Ruo Ando
 
Intel Trusted Computing Group 1st Workshop
Intel Trusted Computing Group 1st WorkshopIntel Trusted Computing Group 1st Workshop
Intel Trusted Computing Group 1st WorkshopRuo Ando
 

More from Ruo Ando (20)

KISTI-NII Joint Security Workshop 2023.pdf
KISTI-NII Joint Security Workshop 2023.pdfKISTI-NII Joint Security Workshop 2023.pdf
KISTI-NII Joint Security Workshop 2023.pdf
 
Gartner 「セキュリティ&リスクマネジメントサミット 2019」- 安藤
Gartner 「セキュリティ&リスクマネジメントサミット 2019」- 安藤Gartner 「セキュリティ&リスクマネジメントサミット 2019」- 安藤
Gartner 「セキュリティ&リスクマネジメントサミット 2019」- 安藤
 
解説#86 決定木 - ss.pdf
解説#86 決定木 - ss.pdf解説#86 決定木 - ss.pdf
解説#86 決定木 - ss.pdf
 
SaaSアカデミー for バックオフィス アイドルと学ぶDX講座 ~アイドル戦略に見るDXを専門家が徹底解説~
SaaSアカデミー for バックオフィス アイドルと学ぶDX講座  ~アイドル戦略に見るDXを専門家が徹底解説~SaaSアカデミー for バックオフィス アイドルと学ぶDX講座  ~アイドル戦略に見るDXを専門家が徹底解説~
SaaSアカデミー for バックオフィス アイドルと学ぶDX講座 ~アイドル戦略に見るDXを専門家が徹底解説~
 
解説#83 情報エントロピー
解説#83 情報エントロピー解説#83 情報エントロピー
解説#83 情報エントロピー
 
解説#82 記号論理学
解説#82 記号論理学解説#82 記号論理学
解説#82 記号論理学
 
解説#81 ロジスティック回帰
解説#81 ロジスティック回帰解説#81 ロジスティック回帰
解説#81 ロジスティック回帰
 
解説#74 連結リスト
解説#74 連結リスト解説#74 連結リスト
解説#74 連結リスト
 
解説#76 福岡正信
解説#76 福岡正信解説#76 福岡正信
解説#76 福岡正信
 
解説#77 非加算無限
解説#77 非加算無限解説#77 非加算無限
解説#77 非加算無限
 
解説#1 C言語ポインタとアドレス
解説#1 C言語ポインタとアドレス解説#1 C言語ポインタとアドレス
解説#1 C言語ポインタとアドレス
 
解説#78 誤差逆伝播
解説#78 誤差逆伝播解説#78 誤差逆伝播
解説#78 誤差逆伝播
 
解説#73 ハフマン符号
解説#73 ハフマン符号解説#73 ハフマン符号
解説#73 ハフマン符号
 
【技術解説20】 ミニバッチ確率的勾配降下法
【技術解説20】 ミニバッチ確率的勾配降下法【技術解説20】 ミニバッチ確率的勾配降下法
【技術解説20】 ミニバッチ確率的勾配降下法
 
【技術解説4】assertion failureとuse after-free
【技術解説4】assertion failureとuse after-free【技術解説4】assertion failureとuse after-free
【技術解説4】assertion failureとuse after-free
 
ITmedia Security Week 2021 講演資料
ITmedia Security Week 2021 講演資料 ITmedia Security Week 2021 講演資料
ITmedia Security Week 2021 講演資料
 
ファジングの解説
ファジングの解説ファジングの解説
ファジングの解説
 
AI(機械学習・深層学習)との協働スキルとOperational AIの事例紹介 @ ビジネス+ITセミナー 2020年11月
AI(機械学習・深層学習)との協働スキルとOperational AIの事例紹介 @ ビジネス+ITセミナー 2020年11月AI(機械学習・深層学習)との協働スキルとOperational AIの事例紹介 @ ビジネス+ITセミナー 2020年11月
AI(機械学習・深層学習)との協働スキルとOperational AIの事例紹介 @ ビジネス+ITセミナー 2020年11月
 
【AI実装4】TensorFlowのプログラムを読む2 非線形回帰
【AI実装4】TensorFlowのプログラムを読む2 非線形回帰【AI実装4】TensorFlowのプログラムを読む2 非線形回帰
【AI実装4】TensorFlowのプログラムを読む2 非線形回帰
 
Intel Trusted Computing Group 1st Workshop
Intel Trusted Computing Group 1st WorkshopIntel Trusted Computing Group 1st Workshop
Intel Trusted Computing Group 1st Workshop
 

Recently uploaded

办理老道明大学毕业证成绩单|购买美国ODU文凭证书
办理老道明大学毕业证成绩单|购买美国ODU文凭证书办理老道明大学毕业证成绩单|购买美国ODU文凭证书
办理老道明大学毕业证成绩单|购买美国ODU文凭证书saphesg8
 
办理学位证(UoM证书)北安普顿大学毕业证成绩单原版一比一
办理学位证(UoM证书)北安普顿大学毕业证成绩单原版一比一办理学位证(UoM证书)北安普顿大学毕业证成绩单原版一比一
办理学位证(UoM证书)北安普顿大学毕业证成绩单原版一比一A SSS
 
8377877756 Full Enjoy @24/7 Call Girls in Pitampura Delhi NCR
8377877756 Full Enjoy @24/7 Call Girls in Pitampura Delhi NCR8377877756 Full Enjoy @24/7 Call Girls in Pitampura Delhi NCR
8377877756 Full Enjoy @24/7 Call Girls in Pitampura Delhi NCRdollysharma2066
 
格里菲斯大学毕业证(Griffith毕业证)#文凭成绩单#真实留信学历认证永久存档
格里菲斯大学毕业证(Griffith毕业证)#文凭成绩单#真实留信学历认证永久存档格里菲斯大学毕业证(Griffith毕业证)#文凭成绩单#真实留信学历认证永久存档
格里菲斯大学毕业证(Griffith毕业证)#文凭成绩单#真实留信学历认证永久存档208367051
 
MIdterm Review International Trade.pptx review
MIdterm Review International Trade.pptx reviewMIdterm Review International Trade.pptx review
MIdterm Review International Trade.pptx reviewSheldon Byron
 
美国SU学位证,雪城大学毕业证书1:1制作
美国SU学位证,雪城大学毕业证书1:1制作美国SU学位证,雪城大学毕业证书1:1制作
美国SU学位证,雪城大学毕业证书1:1制作ss846v0c
 
定制(UOIT学位证)加拿大安大略理工大学毕业证成绩单原版一比一
 定制(UOIT学位证)加拿大安大略理工大学毕业证成绩单原版一比一 定制(UOIT学位证)加拿大安大略理工大学毕业证成绩单原版一比一
定制(UOIT学位证)加拿大安大略理工大学毕业证成绩单原版一比一Fs sss
 
Digital Marketing Training Institute in Mohali, India
Digital Marketing Training Institute in Mohali, IndiaDigital Marketing Training Institute in Mohali, India
Digital Marketing Training Institute in Mohali, IndiaDigital Discovery Institute
 
do's and don'ts in Telephone Interview of Job
do's and don'ts in Telephone Interview of Jobdo's and don'ts in Telephone Interview of Job
do's and don'ts in Telephone Interview of JobRemote DBA Services
 
办理学位证(Massey证书)新西兰梅西大学毕业证成绩单原版一比一
办理学位证(Massey证书)新西兰梅西大学毕业证成绩单原版一比一办理学位证(Massey证书)新西兰梅西大学毕业证成绩单原版一比一
办理学位证(Massey证书)新西兰梅西大学毕业证成绩单原版一比一A SSS
 
ME 205- Chapter 6 - Pure Bending of Beams.pdf
ME 205- Chapter 6 - Pure Bending of Beams.pdfME 205- Chapter 6 - Pure Bending of Beams.pdf
ME 205- Chapter 6 - Pure Bending of Beams.pdfaae4149584
 
办理哈珀亚当斯大学学院毕业证书文凭学位证书
办理哈珀亚当斯大学学院毕业证书文凭学位证书办理哈珀亚当斯大学学院毕业证书文凭学位证书
办理哈珀亚当斯大学学院毕业证书文凭学位证书saphesg8
 
Protection of Children in context of IHL and Counter Terrorism
Protection of Children in context of IHL and  Counter TerrorismProtection of Children in context of IHL and  Counter Terrorism
Protection of Children in context of IHL and Counter TerrorismNilendra Kumar
 
定制(Waikato毕业证书)新西兰怀卡托大学毕业证成绩单原版一比一
定制(Waikato毕业证书)新西兰怀卡托大学毕业证成绩单原版一比一定制(Waikato毕业证书)新西兰怀卡托大学毕业证成绩单原版一比一
定制(Waikato毕业证书)新西兰怀卡托大学毕业证成绩单原版一比一Fs
 
定制英国克兰菲尔德大学毕业证成绩单原版一比一
定制英国克兰菲尔德大学毕业证成绩单原版一比一定制英国克兰菲尔德大学毕业证成绩单原版一比一
定制英国克兰菲尔德大学毕业证成绩单原版一比一z zzz
 
Crack JAG. Guidance program for entry to JAG Dept. & SSB interview
Crack JAG. Guidance program for entry to JAG Dept. & SSB interviewCrack JAG. Guidance program for entry to JAG Dept. & SSB interview
Crack JAG. Guidance program for entry to JAG Dept. & SSB interviewNilendra Kumar
 
原版快速办理MQU毕业证麦考瑞大学毕业证成绩单留信学历认证
原版快速办理MQU毕业证麦考瑞大学毕业证成绩单留信学历认证原版快速办理MQU毕业证麦考瑞大学毕业证成绩单留信学历认证
原版快速办理MQU毕业证麦考瑞大学毕业证成绩单留信学历认证nhjeo1gg
 
AICTE PPT slide of Engineering college kr pete
AICTE PPT slide of Engineering college kr peteAICTE PPT slide of Engineering college kr pete
AICTE PPT slide of Engineering college kr peteshivubhavv
 

Recently uploaded (20)

办理老道明大学毕业证成绩单|购买美国ODU文凭证书
办理老道明大学毕业证成绩单|购买美国ODU文凭证书办理老道明大学毕业证成绩单|购买美国ODU文凭证书
办理老道明大学毕业证成绩单|购买美国ODU文凭证书
 
办理学位证(UoM证书)北安普顿大学毕业证成绩单原版一比一
办理学位证(UoM证书)北安普顿大学毕业证成绩单原版一比一办理学位证(UoM证书)北安普顿大学毕业证成绩单原版一比一
办理学位证(UoM证书)北安普顿大学毕业证成绩单原版一比一
 
8377877756 Full Enjoy @24/7 Call Girls in Pitampura Delhi NCR
8377877756 Full Enjoy @24/7 Call Girls in Pitampura Delhi NCR8377877756 Full Enjoy @24/7 Call Girls in Pitampura Delhi NCR
8377877756 Full Enjoy @24/7 Call Girls in Pitampura Delhi NCR
 
格里菲斯大学毕业证(Griffith毕业证)#文凭成绩单#真实留信学历认证永久存档
格里菲斯大学毕业证(Griffith毕业证)#文凭成绩单#真实留信学历认证永久存档格里菲斯大学毕业证(Griffith毕业证)#文凭成绩单#真实留信学历认证永久存档
格里菲斯大学毕业证(Griffith毕业证)#文凭成绩单#真实留信学历认证永久存档
 
MIdterm Review International Trade.pptx review
MIdterm Review International Trade.pptx reviewMIdterm Review International Trade.pptx review
MIdterm Review International Trade.pptx review
 
美国SU学位证,雪城大学毕业证书1:1制作
美国SU学位证,雪城大学毕业证书1:1制作美国SU学位证,雪城大学毕业证书1:1制作
美国SU学位证,雪城大学毕业证书1:1制作
 
Young Call~Girl in Pragati Maidan New Delhi 8448380779 Full Enjoy Escort Service
Young Call~Girl in Pragati Maidan New Delhi 8448380779 Full Enjoy Escort ServiceYoung Call~Girl in Pragati Maidan New Delhi 8448380779 Full Enjoy Escort Service
Young Call~Girl in Pragati Maidan New Delhi 8448380779 Full Enjoy Escort Service
 
定制(UOIT学位证)加拿大安大略理工大学毕业证成绩单原版一比一
 定制(UOIT学位证)加拿大安大略理工大学毕业证成绩单原版一比一 定制(UOIT学位证)加拿大安大略理工大学毕业证成绩单原版一比一
定制(UOIT学位证)加拿大安大略理工大学毕业证成绩单原版一比一
 
Digital Marketing Training Institute in Mohali, India
Digital Marketing Training Institute in Mohali, IndiaDigital Marketing Training Institute in Mohali, India
Digital Marketing Training Institute in Mohali, India
 
do's and don'ts in Telephone Interview of Job
do's and don'ts in Telephone Interview of Jobdo's and don'ts in Telephone Interview of Job
do's and don'ts in Telephone Interview of Job
 
办理学位证(Massey证书)新西兰梅西大学毕业证成绩单原版一比一
办理学位证(Massey证书)新西兰梅西大学毕业证成绩单原版一比一办理学位证(Massey证书)新西兰梅西大学毕业证成绩单原版一比一
办理学位证(Massey证书)新西兰梅西大学毕业证成绩单原版一比一
 
ME 205- Chapter 6 - Pure Bending of Beams.pdf
ME 205- Chapter 6 - Pure Bending of Beams.pdfME 205- Chapter 6 - Pure Bending of Beams.pdf
ME 205- Chapter 6 - Pure Bending of Beams.pdf
 
办理哈珀亚当斯大学学院毕业证书文凭学位证书
办理哈珀亚当斯大学学院毕业证书文凭学位证书办理哈珀亚当斯大学学院毕业证书文凭学位证书
办理哈珀亚当斯大学学院毕业证书文凭学位证书
 
Protection of Children in context of IHL and Counter Terrorism
Protection of Children in context of IHL and  Counter TerrorismProtection of Children in context of IHL and  Counter Terrorism
Protection of Children in context of IHL and Counter Terrorism
 
定制(Waikato毕业证书)新西兰怀卡托大学毕业证成绩单原版一比一
定制(Waikato毕业证书)新西兰怀卡托大学毕业证成绩单原版一比一定制(Waikato毕业证书)新西兰怀卡托大学毕业证成绩单原版一比一
定制(Waikato毕业证书)新西兰怀卡托大学毕业证成绩单原版一比一
 
定制英国克兰菲尔德大学毕业证成绩单原版一比一
定制英国克兰菲尔德大学毕业证成绩单原版一比一定制英国克兰菲尔德大学毕业证成绩单原版一比一
定制英国克兰菲尔德大学毕业证成绩单原版一比一
 
Crack JAG. Guidance program for entry to JAG Dept. & SSB interview
Crack JAG. Guidance program for entry to JAG Dept. & SSB interviewCrack JAG. Guidance program for entry to JAG Dept. & SSB interview
Crack JAG. Guidance program for entry to JAG Dept. & SSB interview
 
原版快速办理MQU毕业证麦考瑞大学毕业证成绩单留信学历认证
原版快速办理MQU毕业证麦考瑞大学毕业证成绩单留信学历认证原版快速办理MQU毕业证麦考瑞大学毕业证成绩单留信学历认证
原版快速办理MQU毕业证麦考瑞大学毕业证成绩单留信学历认证
 
Students with Oppositional Defiant Disorder
Students with Oppositional Defiant DisorderStudents with Oppositional Defiant Disorder
Students with Oppositional Defiant Disorder
 
AICTE PPT slide of Engineering college kr pete
AICTE PPT slide of Engineering college kr peteAICTE PPT slide of Engineering college kr pete
AICTE PPT slide of Engineering college kr pete
 

Mist2012 panel discussion-ruo ando

  • 1. MIST 2012 Panel Discussion: “Key Challenges in Defending Against Insider Threats” Ruo Ando National Institute of Information and Communication Technology Tokyo, Japan
  • 2.
  • 3. Outline: insider threat and data leakage Information leakage is one of the most serious damages caused by insider threat. In this talk, I will introduce some key issues about ex-post countermeasures of information leakage ①First, "Data lives forever" problem is introduced. Once sensitive information is leaked over Internet, we have no effective countermeasures to nullify it. Some topics such as advanced secret sharing and right to be forgotten will be noted. ②Second, I will talk briefly about "Data sovereignty" to provide a logical and technical basis for tracking spread information. PDP (provable data possession) could be one of solutions. Finally, I will present some actual cases about these problems.
  • 4. Insider Threats and Information leakage LostTape 14% Incidents by Breach Type Stolen document 14% Attacks from outside by hacking is motivated for botNet, FaaS etc. Data Leakage is one of the main purpose of insider attack. Besides, this kind of threat causes retroactive disclosure. Disposal Document 14% 2012/11 http://www.datalossdb.org Data lives forever:Once sensitive data is released to network, Social Engineering it circulates forever. And APT is sometimes So hard to be prevented Technically. Information leak: retroactive disclosure Sensitive data could retrieved and retroactivated as offense.
  • 5. Can retroactivation as offense be mitigated ? Is ex-post countermeasure possible ? Is it unstoppable even if we adopt domain seizure in Amazon EC2 ? DLP can protect sensitive data sent from SNS ? 2012/08 Top threats to enterprise security Dropbox Confirms IDC’s survey User Email Leaks   2008 2010 – Adds Additional Trojans, Virtuses, other malware 54 78 Protection Spyware 48 74 Hackers 41 67 Employees exposing information 52 66 Equipment misconfiguration 41 61 Application Vulnerabilities 44 59 Spam 39 58 Data stolen by trusted party 38 53 Is it possible to prevent Insider sabotage 34 49 Uploading sensitive files ?
  • 6. Japan’s case: information leakage via P2P networks 2008/03/22 National Bank of 2009/04/02: Tokyo Japan leaks Rinkai Hospital – Confidential insider information a list of 598 inpatients information 2005/06 Documents of nuclear power plant of Mitsubishi was leaked. 2010/10/30 Metropolitan Police 2009/01/08: National Information- Department taking charge of Technology Promotion Agency - a international terrorism splits a database of Ministry of Internal Affiars confidential list over P2P and National Patent Office networks
  • 7. Data Sovereignty in Cloud computing era A Position Paper on Data Data Sovereignty :- Sovereignty: The Importance of Geolocating Data in the Cloud the coupling of stored data authenticity Zachary N. J. Peterson, Mark and geographical location in the cloud Gondree, and Robert Beverly. USENIX HotCloud 2011 However, as Cloud computing environment has become international, securing data sovereignty is harder and harder. Giuseppe Ateniese, Randal C. Technology of geolocation could be Burns, Reza Curtmola, Joseph Herring, Lea Kissner, Zachary cheated. PDP (Provable Data Possession) N. J. Peterson, Dawn could be one of the solutions Xiaodong Song: Provable data for this problem. possession at untrusted stores. ACM CCS 2007
  • 8. "Data lives forever" problem • Wiki Leaks WikiLeaks is an international organization that publishes submissions of otherwise unavailable documents from anonymous sources and leaks. On July 25, 2010, WikiLeaks released to The Guardian, The New York Times, and Der Spiegel over 92,000 documentsrelated to the war in Afghanistan between 2004 and the end of 2009. • “Right to forget and delete” European Commission sets out strategy to strengthen EU data protection rules Nov 2010. “Controlling your information, having access to your data, being able to modify or delete it – these are essential rights that have to be guaranteed in today's digital world. “
  • 9. P2P security VANISH: self destructing data Roxana Geambasu, Tadayoshi Kohno, Amit Levy, Henry M. Levy. Vanish: Increasing Data Privacy with Self-Destructing Data. In Proceedings of the USENIX Security Symposium, Montreal, Canada, August 2009. Technology: Secret sharing protocol and DHT In vanish system, shared file is disappeared from network in a fixed interval. Bob sends {C,L} to Alice. VANISH is implemented for Vuse DHT. {C,L} Data, timeout Data, timeout KN RANDOM INDEXES (L) K2 RANDOM INDEXES (L) K1 C=Ek(data) data=Dk(C)
  • 10. P2P security UNVANISH: reconstructing data Defeating Vanish with Low-Cost Sybil Attacks Against Large DHTs Scott Wolchok, Owen S. Hofmann, Nadia Heninger, Edward W. Felten, J. Alex Halderman, Christopher J. Rossbach, Brent Waters, and Emmett Witchel, Network and IT Security Conference: NDSS 2010 UNVANISH mounts sybil nodes into DHT to replicate Ek hash to reconstruct data. {C,L} UNVANISH Data, timeout Data, timeout KN RANDOM INDEXES (L) K2 RANDOM INDEXES (L) K1 C=Ek(data) data=Dk(C)
  • 11. Example: Propagation speed over DHT network d if f 1 000000 1 00000 1 0000 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 nod e 12000000 10000000 8000000 6000000 4000000 2000000 Bit Torrent traffic rate of all internet 0 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 estimates ① “55%” - CableLabs About an half of upstream traffic of CATV. ② “35%” - CacheLogic “LIVEWIRE - File-sharing network thrives After 5 hours, beneath the Radar” Δ ( increasing) become ③ “60%” - documents in www.sans.edu stable In first 4 hours, we can “It is estimated that more than 60% of the traffic on obtain the internet is peer-to-peer.” more than 4000000 peers!