Room 1
Cyber Defence: Securing
Against the Insider Threat

Centre for Defence Enterprise (CDE)
themed competition
29 November 2013

© Crown copyright 2013 Dstl
Defence challenges in cyber security

© Crown Copyright Dstl 2011
The threat, the risk
• Increasing in complexity and scale
• Diverse, asymmetric & symmetric
• “Non-traditional” cyber threats
– Electromagnetic attack

• MOD’s business
– Working in dangerous situations

– An obvious target

29 November 2013

© Crown copyright 2013 Dstl
MOD networks
• Large and varied
– 70+ countries
– 1200 UK sites
– 800,000 IP addresses
– 225,000 users
– 95% is made up of 19 core systems with 1000 applications

• Planned and ad hoc
• Bought as a service

29 November 2013

© Crown copyright 2013 Dstl
Platforms and weapons
• Increasingly cyber-enabled,
connected platforms
• Tighter integration with industry
• Complex logistics and support

• Supply-chain security

29 November 2013

© Crown copyright 2013 Dstl
“Strange and charmed” systems
• Non-standard hardware, software
and protocols

• Legacy hardware, software and
protocols
• Low-bandwidth connectivity at the
fringes
• Outside the envelope of IA and cyber
security
29 November 2013

© Crown copyright 2013 Dstl
Defence cyber S&T

© Crown Copyright Dstl 2011
Defence cyber S&T programme
• Part of national & MOD cyber programmes
• £25m p/a and rising

• Decision support
• Operations
• Situational awareness

• Defence
• Human factors

29 November 2013

© Crown copyright 2013 Dstl
The pipeline
• Sponsoring research
– Centre for Defence Enterprise (CDE)
– Use of existing consortia
– Shaping and co-sponsoring academic research
– Commercial competitions

• Assessing candidate technologies
– Intelligent customer function

• Test and evaluation
– Testbed connected to MOD networks

29 November 2013

© Crown copyright 2013 Dstl
Future challenges
• Scale and sophistication of threat
– Situational awareness and defence
– Big data

• Pace of technical changes vs government
– Domestic/professional co-existence, bring-your-own-device (BYOD)
– Cloud
– SMART

• Defence-specific issues
– Cyber in MOD’s mission
– The “strange and charmed”

© Crown Copyright Dstl 2011
Cyber Defence: Securing Against the
Insider Threat
CDE themed competition – launch 27 Nov 2013

29 November 2013

© Crown copyright 2013 Dstl

UK UNCLASSIFIED
Cyber defence
• Substantial efforts are focused on
prevention of unauthorised
access to systems or platforms
• However, this does not prevent
the potential abuse of legitimate
credentials
– Both illegitimate users of legitimate
credentials and cyber insiders

29 November 2013

© Crown copyright 2013 Dstl

UK UNCLASSIFIED
Insider threat
• Employee activity (deliberate or accidental)
is one of the main causes of internal IT
security incidents that lead to the leakage of
confidential corporate data
• Potential issues for MOD
– Reputational damage
– Political/diplomatic fallout

– National security
© BBC 2013
29 November 2013

© Crown copyright 2013 Dstl

UK UNCLASSIFIED
Aim of this CDE competition

Dstl is looking for novel and innovative proofof-concept tools and techniques to detect
cyber insider threats or abuse of legitimate
user credentials, utilising host-based solutions

29 November 2013

© Crown copyright 2013 Dstl

UK UNCLASSIFIED
Focus
• Challenge is based on
detecting anomalous
behaviour
– Utilising legitimate
credentials

Malware utilising
legitimate credentials

Unauthorised
personnel utilising
legitimate credentials

• Three main aspects
– Malware
– Unauthorised personnel
– Legitimate personnel

29 November 2013

© Crown copyright 2013 Dstl

UK UNCLASSIFIED

Legitimate personnel
utilising legitimate
credentials
Types of threat
• Malware, individuals or
groups

Types of activities

• Permanent staff, temporary
staff or contractors
• May be deliberate,
accidental or under the
influence of a third party

Espionage

Sabotage

Fraud
IP Theft

Accidental damage

Outcome is negative impact on confidentiality,
availability and integrity of MOD data
29 November 2013

© Crown copyright 2013 Dstl

UK UNCLASSIFIED
Anomalous behaviour
• Includes that which is significantly different to the
standard user behaviour for a given credential set
– Especially that which increases the risk to the confidentiality,
availability and integrity of MOD data

• May only be obvious over time
– Each individual action might be innocuous and within the
users authorised scope of action

• Need to consider the potential risk of actions and how
this changes over time (cumulative risk)
29 November 2013

© Crown copyright 2013 Dstl

UK UNCLASSIFIED
Insider threat
• Users often go through
five steps for malicious
behaviour

• However, later attribution
is still valuable

1. Exploration

1

Detection

2. Experimentation
0.75

Likelihood

3. Exploitation
4. Execution
5. Escape/Evasion

© Crown copyright 2013 Dstl

Attribution

0.25

• Want to detect as early
as possible
29 November 2013

0.5

0

UK UNCLASSIFIED

Time
Baseline behaviour
• To spot changes in behaviour, a baseline is needed
– Requires minimum burden
– Learns regular patterns (diurnal, seasonal, familiarity, aging)
– Ideally can account for changes of role (resulting in changed
patterns)
– Flags, and ideally prioritises, different types of anomalous
behaviour for investigation and mitigation
– Can account for variance in background behaviour

29 November 2013

© Crown copyright 2013 Dstl

UK UNCLASSIFIED
Pattern of life baseline
M

T

W

T

F

S

S

1

Regular

2

Deadline

3

Remote

4

Change Host

5

Deployed

29 November 2013

© Crown copyright 2013 Dstl

UK UNCLASSIFIED
Socio-technical indicators
Including, but not limited to, aspects such as:
Experiences

Forensic linguistics etc

Contextual

Forensic authorship, structural semantic
analysis etc

Behavioural

Aspects of the interaction between the
user and the host or platform

Physical

Potential physical aspects of the user
that can be tested and evaluated

29 November 2013

© Crown copyright 2013 Dstl

UK UNCLASSIFIED
Socio-technical Indicators
Including, but not limited to, aspects such as:
Connectivity

Levels of connectivity, location, bandwidth, access
etc

Data access

Is this consistent with role, are new data sources
being sought, etc

Exploration
Storage & offload

29 November 2013

© Crown copyright 2013 Dstl

Is the user exploring new areas unrelated to them,
are they trying to access different hosts, seeking
new (and unrelated) data sources etc
Is the user storing large quantities of data on the
local host, are they trying to offload this etc

UK UNCLASSIFIED
Socio-technical methods
Including, but not limited to, methods such as:
Heuristics

Al/Bots/Neural Networks
Grid Based/Vector
Space/Frequency
Analysis
Statistical Algorithms

29 November 2013

© Crown copyright 2013 Dstl

Both behavioural and technical – can we
forecast what abnormal looks like for the host?
Is it possible to train systems to identify
anomalous behaviour?
What are the signals of insider threat? Can we
identify the stages of activity?
Identifying weak signals within a noisy
background – individual activities might be
innocuous

UK UNCLASSIFIED
Socio-technical indicators
• No single indicator is likely to give a complete picture
• Suppliers need to indentify relevant and
complementary indicators that allow for detection of
anomalous behaviour
– Even when spread over a long time period

• Indicators should allow for prioritisation of risk
– Which activities are more likely to lead to serious impact to
MOD digital assets?

29 November 2013

© Crown copyright 2013 Dstl

UK UNCLASSIFIED
Host-based solution

29 November 2013

All images taken from theUK UNCLASSIFIED
defence image database © Crown copyright 2013

© Crown copyright 2013 Dstl
Different types of host
Analysis undertaken
on an inline host

Analysis directly on
the host itself

Inline Host

Platform
(eg ship’s plant)

Host

29 November 2013

© Crown copyright 2013 Dstl

UK UNCLASSIFIED
Central analysis
Central analysis

Host

Host

Host

Host

Potential to perform some central analysis. However, solutions must perform a

level of analysis on the host – cannot merely undertake full packet capture

29 November 2013

© Crown copyright 2013 Dstl

UK UNCLASSIFIED
Testing concept demonstrators
• Suppliers are expected to be able to demonstrate the
benefits of their chosen approach

Data

Metrics

Suppliers need to have access to a
suitable data source to test and refine
their choice approach

Suppliers need to choose appropriate
metrics to demonstrate the benefits of
their chosen approach

Must be able to demonstrate to Dstl
why their data source is applicable

Must include computational burden,
sensitivity and specificity

29 November 2013

© Crown copyright 2013 Dstl

UK UNCLASSIFIED
What we want
• Novel and innovative proof-of-concept demonstrators
at Technology Readiness Level (TRL) 1-4

• Success metrics for the approach
• An initial test plan against relevant exemplar data
• A development plan beyond the initial proof-ofconcept phase
• Solutions that consider the breadth of MOD hosts

29 November 2013

© Crown copyright 2013 Dstl

UK UNCLASSIFIED
What we don’t want
• Existing higher TRL solutions or network analysis
tools

• Proposals that:
– Add substantial burden
– Expand the threat surface

– Force users to alter their behaviour
– Do not include some form of demonstrator
– Are proprietary black box solutions

29 November 2013

© Crown copyright 2013 Dstl

UK UNCLASSIFIED
Levels of funding
• Dstl have committed up to £1M of funding for the
initial proof-of-concept demonstrators

• No cap on the value of proposals
– However more likely that a larger number of lower-value
proposals (eg £50k - £150k) will be funded at this stage

• Aiming for an initial demonstration within 3-5 months

Submissions via the CDE Portal
17:00 Thursday 9 January 2014
29 November 2013

© Crown copyright 2013 Dstl

UK UNCLASSIFIED
Every little helps...
• Problem space is broad, complex
and challenging

• Requires interaction between
physical and social sciences
• Individual suppliers may only be able
to provide a solution to part of the
problem space
– These pieces are still potentially of value

– Networking and collaborating
29 November 2013

© Crown copyright 2013 Dstl

UK UNCLASSIFIED

© Dstl 2013
• Technical questions
cybersecurityCDE@dstl.gov.uk
• CDE questions
cde@dstl.gov.uk

29 November 2013

© Crown copyright 2013 Dstl

UK UNCLASSIFIED
In conclusion
• Opportunity!
• Innovation
• Demonstration
• Focus
– Host-based solutions
– Abuse of legitimate credentials
– “Strange and charmed”

• Closing date - Thursday 9 January 2014 at 17:00 hrs!

29 November 2013

© Crown copyright 2013 Dstl

27 Nov 2013 Cyber defence CDE themed competition presentations

  • 1.
    Room 1 Cyber Defence:Securing Against the Insider Threat Centre for Defence Enterprise (CDE) themed competition 29 November 2013 © Crown copyright 2013 Dstl
  • 2.
    Defence challenges incyber security © Crown Copyright Dstl 2011
  • 3.
    The threat, therisk • Increasing in complexity and scale • Diverse, asymmetric & symmetric • “Non-traditional” cyber threats – Electromagnetic attack • MOD’s business – Working in dangerous situations – An obvious target 29 November 2013 © Crown copyright 2013 Dstl
  • 4.
    MOD networks • Largeand varied – 70+ countries – 1200 UK sites – 800,000 IP addresses – 225,000 users – 95% is made up of 19 core systems with 1000 applications • Planned and ad hoc • Bought as a service 29 November 2013 © Crown copyright 2013 Dstl
  • 5.
    Platforms and weapons •Increasingly cyber-enabled, connected platforms • Tighter integration with industry • Complex logistics and support • Supply-chain security 29 November 2013 © Crown copyright 2013 Dstl
  • 6.
    “Strange and charmed”systems • Non-standard hardware, software and protocols • Legacy hardware, software and protocols • Low-bandwidth connectivity at the fringes • Outside the envelope of IA and cyber security 29 November 2013 © Crown copyright 2013 Dstl
  • 7.
    Defence cyber S&T ©Crown Copyright Dstl 2011
  • 8.
    Defence cyber S&Tprogramme • Part of national & MOD cyber programmes • £25m p/a and rising • Decision support • Operations • Situational awareness • Defence • Human factors 29 November 2013 © Crown copyright 2013 Dstl
  • 9.
    The pipeline • Sponsoringresearch – Centre for Defence Enterprise (CDE) – Use of existing consortia – Shaping and co-sponsoring academic research – Commercial competitions • Assessing candidate technologies – Intelligent customer function • Test and evaluation – Testbed connected to MOD networks 29 November 2013 © Crown copyright 2013 Dstl
  • 10.
    Future challenges • Scaleand sophistication of threat – Situational awareness and defence – Big data • Pace of technical changes vs government – Domestic/professional co-existence, bring-your-own-device (BYOD) – Cloud – SMART • Defence-specific issues – Cyber in MOD’s mission – The “strange and charmed” © Crown Copyright Dstl 2011
  • 11.
    Cyber Defence: SecuringAgainst the Insider Threat CDE themed competition – launch 27 Nov 2013 29 November 2013 © Crown copyright 2013 Dstl UK UNCLASSIFIED
  • 12.
    Cyber defence • Substantialefforts are focused on prevention of unauthorised access to systems or platforms • However, this does not prevent the potential abuse of legitimate credentials – Both illegitimate users of legitimate credentials and cyber insiders 29 November 2013 © Crown copyright 2013 Dstl UK UNCLASSIFIED
  • 13.
    Insider threat • Employeeactivity (deliberate or accidental) is one of the main causes of internal IT security incidents that lead to the leakage of confidential corporate data • Potential issues for MOD – Reputational damage – Political/diplomatic fallout – National security © BBC 2013 29 November 2013 © Crown copyright 2013 Dstl UK UNCLASSIFIED
  • 14.
    Aim of thisCDE competition Dstl is looking for novel and innovative proofof-concept tools and techniques to detect cyber insider threats or abuse of legitimate user credentials, utilising host-based solutions 29 November 2013 © Crown copyright 2013 Dstl UK UNCLASSIFIED
  • 15.
    Focus • Challenge isbased on detecting anomalous behaviour – Utilising legitimate credentials Malware utilising legitimate credentials Unauthorised personnel utilising legitimate credentials • Three main aspects – Malware – Unauthorised personnel – Legitimate personnel 29 November 2013 © Crown copyright 2013 Dstl UK UNCLASSIFIED Legitimate personnel utilising legitimate credentials
  • 16.
    Types of threat •Malware, individuals or groups Types of activities • Permanent staff, temporary staff or contractors • May be deliberate, accidental or under the influence of a third party Espionage Sabotage Fraud IP Theft Accidental damage Outcome is negative impact on confidentiality, availability and integrity of MOD data 29 November 2013 © Crown copyright 2013 Dstl UK UNCLASSIFIED
  • 17.
    Anomalous behaviour • Includesthat which is significantly different to the standard user behaviour for a given credential set – Especially that which increases the risk to the confidentiality, availability and integrity of MOD data • May only be obvious over time – Each individual action might be innocuous and within the users authorised scope of action • Need to consider the potential risk of actions and how this changes over time (cumulative risk) 29 November 2013 © Crown copyright 2013 Dstl UK UNCLASSIFIED
  • 18.
    Insider threat • Usersoften go through five steps for malicious behaviour • However, later attribution is still valuable 1. Exploration 1 Detection 2. Experimentation 0.75 Likelihood 3. Exploitation 4. Execution 5. Escape/Evasion © Crown copyright 2013 Dstl Attribution 0.25 • Want to detect as early as possible 29 November 2013 0.5 0 UK UNCLASSIFIED Time
  • 19.
    Baseline behaviour • Tospot changes in behaviour, a baseline is needed – Requires minimum burden – Learns regular patterns (diurnal, seasonal, familiarity, aging) – Ideally can account for changes of role (resulting in changed patterns) – Flags, and ideally prioritises, different types of anomalous behaviour for investigation and mitigation – Can account for variance in background behaviour 29 November 2013 © Crown copyright 2013 Dstl UK UNCLASSIFIED
  • 20.
    Pattern of lifebaseline M T W T F S S 1 Regular 2 Deadline 3 Remote 4 Change Host 5 Deployed 29 November 2013 © Crown copyright 2013 Dstl UK UNCLASSIFIED
  • 21.
    Socio-technical indicators Including, butnot limited to, aspects such as: Experiences Forensic linguistics etc Contextual Forensic authorship, structural semantic analysis etc Behavioural Aspects of the interaction between the user and the host or platform Physical Potential physical aspects of the user that can be tested and evaluated 29 November 2013 © Crown copyright 2013 Dstl UK UNCLASSIFIED
  • 22.
    Socio-technical Indicators Including, butnot limited to, aspects such as: Connectivity Levels of connectivity, location, bandwidth, access etc Data access Is this consistent with role, are new data sources being sought, etc Exploration Storage & offload 29 November 2013 © Crown copyright 2013 Dstl Is the user exploring new areas unrelated to them, are they trying to access different hosts, seeking new (and unrelated) data sources etc Is the user storing large quantities of data on the local host, are they trying to offload this etc UK UNCLASSIFIED
  • 23.
    Socio-technical methods Including, butnot limited to, methods such as: Heuristics Al/Bots/Neural Networks Grid Based/Vector Space/Frequency Analysis Statistical Algorithms 29 November 2013 © Crown copyright 2013 Dstl Both behavioural and technical – can we forecast what abnormal looks like for the host? Is it possible to train systems to identify anomalous behaviour? What are the signals of insider threat? Can we identify the stages of activity? Identifying weak signals within a noisy background – individual activities might be innocuous UK UNCLASSIFIED
  • 24.
    Socio-technical indicators • Nosingle indicator is likely to give a complete picture • Suppliers need to indentify relevant and complementary indicators that allow for detection of anomalous behaviour – Even when spread over a long time period • Indicators should allow for prioritisation of risk – Which activities are more likely to lead to serious impact to MOD digital assets? 29 November 2013 © Crown copyright 2013 Dstl UK UNCLASSIFIED
  • 25.
    Host-based solution 29 November2013 All images taken from theUK UNCLASSIFIED defence image database © Crown copyright 2013 © Crown copyright 2013 Dstl
  • 26.
    Different types ofhost Analysis undertaken on an inline host Analysis directly on the host itself Inline Host Platform (eg ship’s plant) Host 29 November 2013 © Crown copyright 2013 Dstl UK UNCLASSIFIED
  • 27.
    Central analysis Central analysis Host Host Host Host Potentialto perform some central analysis. However, solutions must perform a level of analysis on the host – cannot merely undertake full packet capture 29 November 2013 © Crown copyright 2013 Dstl UK UNCLASSIFIED
  • 28.
    Testing concept demonstrators •Suppliers are expected to be able to demonstrate the benefits of their chosen approach Data Metrics Suppliers need to have access to a suitable data source to test and refine their choice approach Suppliers need to choose appropriate metrics to demonstrate the benefits of their chosen approach Must be able to demonstrate to Dstl why their data source is applicable Must include computational burden, sensitivity and specificity 29 November 2013 © Crown copyright 2013 Dstl UK UNCLASSIFIED
  • 29.
    What we want •Novel and innovative proof-of-concept demonstrators at Technology Readiness Level (TRL) 1-4 • Success metrics for the approach • An initial test plan against relevant exemplar data • A development plan beyond the initial proof-ofconcept phase • Solutions that consider the breadth of MOD hosts 29 November 2013 © Crown copyright 2013 Dstl UK UNCLASSIFIED
  • 30.
    What we don’twant • Existing higher TRL solutions or network analysis tools • Proposals that: – Add substantial burden – Expand the threat surface – Force users to alter their behaviour – Do not include some form of demonstrator – Are proprietary black box solutions 29 November 2013 © Crown copyright 2013 Dstl UK UNCLASSIFIED
  • 31.
    Levels of funding •Dstl have committed up to £1M of funding for the initial proof-of-concept demonstrators • No cap on the value of proposals – However more likely that a larger number of lower-value proposals (eg £50k - £150k) will be funded at this stage • Aiming for an initial demonstration within 3-5 months Submissions via the CDE Portal 17:00 Thursday 9 January 2014 29 November 2013 © Crown copyright 2013 Dstl UK UNCLASSIFIED
  • 32.
    Every little helps... •Problem space is broad, complex and challenging • Requires interaction between physical and social sciences • Individual suppliers may only be able to provide a solution to part of the problem space – These pieces are still potentially of value – Networking and collaborating 29 November 2013 © Crown copyright 2013 Dstl UK UNCLASSIFIED © Dstl 2013
  • 33.
    • Technical questions cybersecurityCDE@dstl.gov.uk •CDE questions cde@dstl.gov.uk 29 November 2013 © Crown copyright 2013 Dstl UK UNCLASSIFIED
  • 34.
    In conclusion • Opportunity! •Innovation • Demonstration • Focus – Host-based solutions – Abuse of legitimate credentials – “Strange and charmed” • Closing date - Thursday 9 January 2014 at 17:00 hrs! 29 November 2013 © Crown copyright 2013 Dstl