A study from Forrester recently warned that IT security professionals are becoming increasingly concerned about the rise incyber crimepowered by artificial intelligence (AI).
The study, commissioned by Darktrace, reported that close to 80% of cyber security decision-makers anticipate offensive artificial intelligence (AI) to increase the scale and speed of attacks.
In addition to their quickness, 66% also expect offensive AI to conduct attacks that no human could conceive of. The study warned that these attacks will be stealthy and unpredictable in a way that enables them to evade traditional security approaches that rely on rules and signatures and only reference historical attacks.
According to Forrester, human operators limit the speed with which organisations can detect, interpret and respond to threats. As attackers modify their tactics and beat legacy security tooling, they will move deeper and more quickly into infected networks, the analyst company warned. This lack of speed has serious implications.
Cyber security decision-makers are most concerned about systems or business interruption, intellectual property or data theft, and reputational damage, but help is here thanks to advances in AI.
PA Consultings Lee Howells, an AI and automation expert, and YannisKalfoglou, an AI and blockchain expert, believe that the use and capabilities of AI to attack organisations is growing and becoming more sophisticated.
In a recent Computer Weekly article, Howells andKalfoglousuggested that cyber criminals would inevitably take advantage of AI, and such a move would increase threats to digital security and the volume and sophistication ofcyber attacks.
AI provides multiple opportunities forcyber attacks from the mundane, such as increasing the speed and volume of attacks, to the sophisticated, such as making attribution and detection harder, impersonating trusted users and deep fakes, they wrote.
One example of a simple but elegant AI-based attack is Seymour and Tullys Social Media Automated Phishing and Reconnaissance (SNAP_R). This proof of concept created by security researchers automates the creation of fake tweets with malicious links.
According to Howells andKalfoglou, AIs ability to analyse large amounts of data at pace means many of these attacks are likely to be uniquely tailored to a specific organisation.
The pair warned that these kinds of highly sophisticatedcyber attacks, executed by professional criminal networks leveraging AI and machine learning, will enable attacks to be mounted at a speed and thoroughness that will overwhelm an organisations IT security capabilities.
AI-enabled security automation has the potential to combat AI-powered malicious activity. For instance, Howells andKalfoglousaid an organisation could use behaviour-based analytics, deploying the unparalleled pattern-matching capability of machine learning.
Assuming the appropriate data access consents are in place, the abundance of user behaviour data available from streaming, devices and traditional IT infrastructure gives organisations a sophisticated picture of peoples behaviour, they wrote.
For Howells andKalfoglou, user behavioural data can be analysed to help organisations determine what device is being used at a particular time (for example, iPad at 10pm), what activity the user is typically doing at that time (such as processing emails at 10pm), who is the user they interacting with (for example, no video calls after 10pm due to security policy) and what data is being accessed (for example, to stop shared drive access after 10pm).
They add that this behavioural data can be built, maintained and updated in real time by a well-trained machine learning system. Any detected deviations from the normal pattern will be analysed and trigger an alert that could lead to cyber defence mechanisms being deployed.
IBMs 2019 Cost of a data breach report looked at the relationship between data breach cost and the state of security automation within companies that deploy, or do not deploy, automated security methods and technologies.
Such security technologies aim to augment or replace human intervention in the identification and containment of cyber exploits or breaches and depend upon artificial intelligence, machine learning, analytics and incident response orchestration.
Having systems in place that automate the detection of and response to malicious activity negates the need for human-driven investigation. IBMs research found that over half (52%) of companies studied had security automation partially or fully deployed. The average total cost of a data breach was 95% higher in organisations without security automation deployed.
IBM reported that the average total cost of a data breach was $2.65m for organisations that fully deployed security automation. The cost of a data breach in organisations that did not deploy automation was $5.16m, in other words, some $2.51m higher.
Ivana Bartoletti, a cyber risk technical director at Deloitte and a founder of Women Leading in AI, says AI can be deployed in the training of a system to identify even the smallest behaviours of ransomware and malware attacks before it enters the system and then isolate them from that system. She says AI can also be used to automate phishing and data theft detection, which are extremely helpful as they involve a real-time response.
Security professionals are adopting security information and event management (Siem) tools to enable them to take a holistic approach to monitoring IT security. According to a forecast fromMarketsandMarkets, the global Siem market size is expected to grow 5.5% annually to $5.5bn by 2025. But not every organisation can justify deploying a full Siem system.
Logically, using AI to trawl masses of data to identify threats is not dissimilar to the techniques used in AIOps, where server, network and application logs are analysed. Analyst Gartner says AIOps is primarily used to support IT operations processes that enable monitoring or observation of IT infrastructure, application behaviour or digital experience.
Almost always, AIOps platform investments have been justified on the basis of their ability to decrease mean time to problem resolution and the resultant cost reduction, says the analyst firm.
Gartner analysts wrote in the companys Market guide for AIOps platforms that the benefits of AIOps include reducing event volumes and false alarms. Getting overwhelmed with false positives is a major headache for IT security, leading to legitimate activities being blocked. As Howells andKalfoglousiPad example shows, AI can build an understanding of what constitutes normal user behaviour.
AIOps can additionally detect anomalous values in time-series data. This goes beyond merely knowing when the iPad was used to try to access shared data after 10pm, against company policy.
Instead, the AI can uncover meaning in hidden data and predict an outcome, and such predictions could show security professionals problems long before a data policy violation is flagged.
AI can also perform root cause analysis using bytecode instrumentation or distributed tracing data along with graph analysis, to understand why a data breach occurred.
However, Deloittes Bartoletti warns that over-reliance on AI presents another problem. As AI improves at safeguarding assets, so too does it improve attacking them, she says. As cutting-edge technologies are applied to improve security, cyber criminals are using the same innovations to gain an edge over them. Typical attacks involve gathering system information or sabotaging an AI system by flooding it with requests. AI can augment cyber security so long as organisations know its limitations and have a clear strategy focusing on the present while constantly looking at the evolving threat landscape.
As the game between IT security professionals and hackers intensifies, the battle will inevitably shift to AI-poweredcyber attacksand cyber defences. The question then becomes, whose AI is faster and smarter? Who wins: the cat or the mouse?
See the article here:
Automating IT security - ComputerWeekly.com
- The Automation Conference [Last Updated On: December 9th, 2016] [Originally Added On: December 9th, 2016]
- The Best Home Automation Systems of 2016 | Top Ten Reviews [Last Updated On: December 24th, 2016] [Originally Added On: December 24th, 2016]
- Compact Automation - Actuators, Hydraulic Cylinders, Linear ... [Last Updated On: December 24th, 2016] [Originally Added On: December 24th, 2016]
- What is Home Automation? | Home Automation Systems [Last Updated On: December 24th, 2016] [Originally Added On: December 24th, 2016]
- Job Seekers - Automation Personnel Services [Last Updated On: December 24th, 2016] [Originally Added On: December 24th, 2016]
- iAutomation [Last Updated On: December 25th, 2016] [Originally Added On: December 25th, 2016]
- Beyond Automation - hbr.org [Last Updated On: December 25th, 2016] [Originally Added On: December 25th, 2016]
- Automation The Car Company Tycoon Game on Steam [Last Updated On: December 25th, 2016] [Originally Added On: December 25th, 2016]
- Automation - Wikipedia [Last Updated On: December 25th, 2016] [Originally Added On: December 25th, 2016]
- Build automation - Wikipedia [Last Updated On: December 26th, 2016] [Originally Added On: December 26th, 2016]
- Home - Enerwave Home Automation [Last Updated On: December 27th, 2016] [Originally Added On: December 27th, 2016]
- Automation | Technologies | Systems | Integrator ... [Last Updated On: December 27th, 2016] [Originally Added On: December 27th, 2016]
- Automation - DESHAZO [Last Updated On: December 27th, 2016] [Originally Added On: December 27th, 2016]
- Custom Automation & Machine Design | Automation GT [Last Updated On: December 27th, 2016] [Originally Added On: December 27th, 2016]
- IT Automation - BMC [Last Updated On: December 27th, 2016] [Originally Added On: December 27th, 2016]
- Werner Electric | Automation [Last Updated On: January 28th, 2017] [Originally Added On: January 28th, 2017]
- Automationtechies | Automation Engineering Recruiting [Last Updated On: January 28th, 2017] [Originally Added On: January 28th, 2017]
- Automation - Mazak Corporation [Last Updated On: January 28th, 2017] [Originally Added On: January 28th, 2017]
- Automation | Food Engineering [Last Updated On: January 28th, 2017] [Originally Added On: January 28th, 2017]
- Test Automation Services for Development of Regression ... [Last Updated On: January 28th, 2017] [Originally Added On: January 28th, 2017]
- UI Automation Overview - msdn.microsoft.com [Last Updated On: February 5th, 2017] [Originally Added On: February 5th, 2017]
- The Evolution of Automation and What It Means for the Integration Industry - Commercial Integrator [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Automation, robots could replace 250000 public sector workers in the next 15 years - Computer Business Review [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- New telecom transformation goals require service automation - TechTarget [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Automation expected to displace insurance underwriters, real estate brokers - CIO Dive [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- The Perks Of Automation And The Risks: Why To Think Twice About Getting Into That Driverless Uber - Forbes [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Voices Reinventing enterprise finance by overhauling AP automation - Accounting Today [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- DFLabs Launches the First Security Automation and Orchestration Platform based Upon Supervised Active Intelligence - Business Wire (press release) [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- VIDEO: Going Big on Automation in a Small Footprint Facility - ENGINEERING.com [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Building a better model of human-automation interaction - Phys.org - Phys.Org [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Cruise Automation Is Testing an App For Hailing Self-Driving Cars - Fortune [Last Updated On: February 8th, 2017] [Originally Added On: February 8th, 2017]
- AlixPartners examines automation in manufacturing and logistics management - Logistics Management [Last Updated On: February 8th, 2017] [Originally Added On: February 8th, 2017]
- Women need to look out for each other in automated workplaces - The Guardian [Last Updated On: February 8th, 2017] [Originally Added On: February 8th, 2017]
- Automation vs. the H-1B visa program: Which matters to employees? - TechTarget [Last Updated On: February 8th, 2017] [Originally Added On: February 8th, 2017]
- Automation is the unavoidable future of the economy - The Daily Cougar [Last Updated On: February 8th, 2017] [Originally Added On: February 8th, 2017]
- Speeders beware: Legislation would allow automation crackdown ... - SFGate [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Robots versus bureaucrats: Why public sector work is ripe for automation - Financial Post [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Rockwell Automation Surged 10% in January as Growth Picked Up Steam - Motley Fool [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Global Medical Automation Market to Reach Approximately $75.6 Billion by 2025 - By End User, Application ... - PR Newswire (press release) [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Automation 'key' to advancing Thai production - The Nation [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- WorkWave Releases New Lead Management And Marketing ... - PR Newswire (press release) [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- 'We employ insane levels of automation' Kris Canekeratne - Times of India [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Most people are optimistic about workplace automation, social data suggests - ZDNet [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Yes, there's a job creation argument for automation and technology ... - The Hill (blog) [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Technobabble: Automation and the modern worker - CIO Dive [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Improving Behavior Through Automation of Vehicle Systems - School Transportation News (blog) [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- Automation Nightmare: Philosopher Warns We Are Creating a World Without Consciousness - Big Think [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- Why Don't We See More Automation in Federal Networks? - Nextgov [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- Automation can revitalize the US workforce - Fox News [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- Readers Write (Feb. 12): The moose population; jobs, start-ups and automation; diversity in the funny pages - Minneapolis Star Tribune [Last Updated On: February 12th, 2017] [Originally Added On: February 12th, 2017]
- Automation can replace bureaucrats and save taxpayers money - Hot Air [Last Updated On: February 12th, 2017] [Originally Added On: February 12th, 2017]
- TigerStop hopes to ride automation to new heights - The Columbian [Last Updated On: February 12th, 2017] [Originally Added On: February 12th, 2017]
- Your Most Valuable Resource is Time Get More of it through Automation - CMS Critic (press release) (blog) [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- What Does Device Automation Mean for Users? - Medical Device and Diagnostics Industry (blog) [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- How To Beat Automation And Not Lose Your Job - Forbes [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- Logistics firm gets automation boost - The Straits Times [Last Updated On: February 14th, 2017] [Originally Added On: February 14th, 2017]
- PP Control & Automation launch new video to kick-start exciting plans for 2017 - Manufacturer.com [Last Updated On: February 14th, 2017] [Originally Added On: February 14th, 2017]
- Automation's Impace on Data Center Monitoring Alerts - The Data Center Journal [Last Updated On: February 14th, 2017] [Originally Added On: February 14th, 2017]
- Hollysys Automation Technologies Reports Unaudited Financial Results for the First Half Year and the Second Quarter ... - PR Newswire (press release) [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- 4 Automation Hacks to Save You Money and Manpower - Yahoo Finance [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Istuary Innovation Group and Bluewrist Partner to Bring Robotics and Automation into China's Manufacturing Sector - Yahoo Finance [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Redwood Software Named a Strong Performer in Independent Robotic Process Automation (RPA) Report - Yahoo Finance [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Boeing ramps up automation, innovation as it readies 737MAX | The ... - The Seattle Times [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Robots and AI are coming for our jobs, but can augmentation save us from automation? - Digital Trends [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- The Impact of Bad Data in Automation: Why Quality Management is Critical - R & D Magazine [Last Updated On: February 16th, 2017] [Originally Added On: February 16th, 2017]
- Automation: Are We Empowering Human Interaction Or Displacing It? - Business 2 Community [Last Updated On: February 16th, 2017] [Originally Added On: February 16th, 2017]
- Life in the Fast LaneAutomation with Software-Defined Intelligence - InfoWorld [Last Updated On: February 16th, 2017] [Originally Added On: February 16th, 2017]
- Luddite Lefty Journalists Apparently Think Workplace Automation is Conservatives' Fault [VIDEO] - Daily Caller [Last Updated On: February 16th, 2017] [Originally Added On: February 16th, 2017]
- Will automation define the future of network technology? - TechTarget [Last Updated On: February 16th, 2017] [Originally Added On: February 16th, 2017]
- Editorial: Improving automation - The Motorship [Last Updated On: February 17th, 2017] [Originally Added On: February 17th, 2017]
- TigerText Unveils Role-based Scheduling Automation, Amazon Alexa integration - HIT Consultant [Last Updated On: February 17th, 2017] [Originally Added On: February 17th, 2017]
- 89% people want automation at workplace: Adobe - Economic Times [Last Updated On: February 18th, 2017] [Originally Added On: February 18th, 2017]
- Delta veers to EV parts, automation - Bangkok Post [Last Updated On: February 18th, 2017] [Originally Added On: February 18th, 2017]
- Robotic process automation makes nearshore outsourcing more ... - CIO [Last Updated On: February 18th, 2017] [Originally Added On: February 18th, 2017]
- The working-class job that Trump could save from automation - Washington Post [Last Updated On: February 18th, 2017] [Originally Added On: February 18th, 2017]
- China must be ready for automation - Basic Income News [Last Updated On: February 18th, 2017] [Originally Added On: February 18th, 2017]
- Bill Gates Says Robots Should Be Taxed Like Workers - Fortune [Last Updated On: February 18th, 2017] [Originally Added On: February 18th, 2017]
- Trump and automation challenge India's IT industry - VentureBeat [Last Updated On: February 18th, 2017] [Originally Added On: February 18th, 2017]
- Both Trump and Automation Are Challenging India's IT Industry - Fortune [Last Updated On: February 20th, 2017] [Originally Added On: February 20th, 2017]
- 89% people want automation at workplace: Adobe - ETCIO.com [Last Updated On: February 20th, 2017] [Originally Added On: February 20th, 2017]