You enter your password incorrectly too many times and get locked out of your account; your colleague sets up access to her work email on a new device; someone in your company clicks on an emailed Google Doc that is actually aphishing link initially thought to be how the recent spread of the WannaCry computer worm began.
Each of these events leaves a trace in the form of information flowing through a computer network. But which ones should the security systems protecting your business against cyber attacks pay attention to and which should they ignore? And how do analysts tell the difference in a world that is awash with digital information?
The answer could lie in human researchers tapping into artificial intelligence and machine learning, harnessing both the cognitive power of the human mind and the tireless capacity of a machine. Not only will the combination of person and device build stronger defences, their ability to protect networks should also improve over time.
A large company sifts through 200,000 so-called security events every day to figure out which present real threats, according to Caleb Barlow, vice-president of threat intelligence for IBM Security. These include anything from staff forgetting their passwords and being locked out of the system, to the signatures of devices used to access networks changing, to malware attempting to gain entry to corporate infrastructure. A level of rapid-fire triage is desperately needed in the security industry, Mr Barlow says.
The stakes for businesses are high. Last year, 4.2bn records were reported to have been exposed globally in more than 4,000 security breaches, revealing email addresses, passwords, social security numbers, credit card and bank accounts, and medical data, according to analysis by Risk Based Security, a consultancy.
International Data Corporation, a US market research company, forecasts businesses will spend more than $100bn by 2020 protecting themselves from hacking, up from about $74bn in 2016.
Artificial intelligence can improve threat detection, shorten defence response times and refine techniques for differentiating between real efforts to breach security and incidents that can safely be ignored.
Speed matters a lot. [Executing an attack] is an investment for the bad guys, Mr Barlow says. Theyre spending money. If your system is harder to get into than someone elses, they are going to move on to something thats easier.
Daniel Driver of Chemring Technology Solutions, part of the UK defence group, says: Before artificial intelligence, wed have to assume that a lot of the data say 90 per cent is fine. We only would have bandwidth to analyse this 10 per cent.
The AI mimics what an analyst would do, how they look at data, how and why they make decisions...Its doing a huge amount of legwork upfront, which means we can focus our analysts time. That saves human labour, which is far more expensive than computing time.
IBM is also applying AI to security in the form of its Watson cognitive computing platform. The company has taught Watson to read through vast quantities of security research. Some 60,000 security-related blog posts are published every month and 10,000 reports come out every year, IBM estimates. The juicy information is in human-readable form, not machine data, Mr Barlow says.
The company has about 50 customers using Watson as part of its security intelligence and analytics platform. The program learns from every piece of information it takes in.
Read more
What to expect, who to tell and how to limit the damage
Friday, 26 May, 2017
It went from literally being a grade-school kid. We had to teach it that a bug is not an insect, its a software defect. A back door doesnt go into a house, it's a vulnerability. Now its providing really detailed insights on particular [threats] and how their campaigns are evolving. And thats just in a matter of months, Mr Barlow says. The more it learns, the faster it gets smarter.
IBM says Watson performs 60 times faster than a human investigator and can reduce the time spent on complex analysis of an incident from an hour to less than a minute.
Another even more futuristic technology could make Watson look as slow as humans: quantum computing. While machine learning and AI speed up the laborious process of sorting through data, the aim is that quantum computing will eventually be able to look at every data permutation simultaneously. Computers represent data as ones or zeros. But Mr Driver says that in a quantum computer these can be: both [zeros and ones] and neither at the same time. It can have super positions. It means we can look through everything and get information back incredibly quickly.
The analogy we like to use is that of a needle in a haystack. A machine can be specially made to look for a needle in a haystack, but it still has to look under every piece of hay. Quantum computing means, Im going to look under every piece of hay simultaneously and find the needle immediately.
He estimates that quantum computing for specific tasks will be more widely available over the next three to five years. On this scale, the technology is still a way off, but there are companies that are developing it.
One company pushing to make quantum computing commercially viable is Canada-based D-Wave, whose customers include Nasa, Lockheed Martin and Google. In January the company sold its newest, most powerful machine to a cyber security company called Temporal Defense Systems, which is using it to work on complex cyber security problems.
But there are risks to using AI technology in security systems. After all, machines that can be taught to think like humans can also be tricked.
Live event
Join us on June 19th for a conversation about automation and what it means for the future world of work.
Friday, 26 May, 2017
The AI itself is now becoming a target, says Roman Yampolskiy, a professor of computer engineering and computer science at the University of Louisville in the US, who studies artificial intelligence and security.
Hackers may exploit machine learning by gradually teaching a security system that unusual behaviour is normal, known as behavioural drift, he says.
AI can also be used by attackers to fake human voices and create video images that could let criminals into your network. If you get a call from someone whose voice you recognise and they say, I dont have time to talk, give me your password, you will give it to them, Prof Yampolskiy says.
Despite these advances in technology, the core challenge of providing security has not changed, says Mr Driver of Chemring. Its always a cat-and-mouse thing. As soon as you put the gate up higher, then the people will jump higher to get over it."
1. On Friday May 12 2017, mobile operator Telefnica was among the first large organisations to report infection by WannaCry
2. By late morning, hospitals and clinics across the UK began reporting problems to the national cyber incident response centre
3. In Europe, French carmaker Renault was hit; in Germany, Deutsche Bahn became another high-profile victim
4. In Russia, the ministry of the interior, mobile phone provider MegaFon, and Sberbank became infected.
5. Although WannaCrys spread had already been checked, the US was not entirely spared, with FedEx being the highest-profile victim
Read more from the original source:
Artificial intelligence and quantum computing aid cyber crime fight - Financial Times
- What is Artificial Intelligence (AI)? - Definition from ... [Last Updated On: June 12th, 2016] [Originally Added On: June 12th, 2016]
- Artificial Intelligence | Neuro AI [Last Updated On: June 12th, 2016] [Originally Added On: June 12th, 2016]
- Association for the Advancement of Artificial Intelligence [Last Updated On: June 13th, 2016] [Originally Added On: June 13th, 2016]
- A.I. Artificial Intelligence - Wikipedia, the free ... [Last Updated On: June 17th, 2016] [Originally Added On: June 17th, 2016]
- Artificial Intelligence - The New York Times [Last Updated On: June 17th, 2016] [Originally Added On: June 17th, 2016]
- Intro to Artificial Intelligence Course and Training ... [Last Updated On: June 28th, 2016] [Originally Added On: June 28th, 2016]
- Artificial Intelligence | Neuro AI [Last Updated On: July 1st, 2016] [Originally Added On: July 1st, 2016]
- What is Artificial Intelligence (AI)? Webopedia Definition [Last Updated On: July 1st, 2016] [Originally Added On: July 1st, 2016]
- Intro to Artificial Intelligence Course and Training Online ... [Last Updated On: July 5th, 2016] [Originally Added On: July 5th, 2016]
- Artificial Intelligence News -- ScienceDaily [Last Updated On: September 16th, 2016] [Originally Added On: September 16th, 2016]
- Artificial intelligence positioned to be a game-changer - CBS ... [Last Updated On: October 13th, 2016] [Originally Added On: October 13th, 2016]
- Artificial Intelligence: A Modern Approach - amazon.com [Last Updated On: October 31st, 2016] [Originally Added On: October 31st, 2016]
- Artificial Intelligence - IndiaBIX [Last Updated On: November 23rd, 2016] [Originally Added On: November 23rd, 2016]
- The Non-Technical Guide to Machine Learning & Artificial ... [Last Updated On: November 23rd, 2016] [Originally Added On: November 23rd, 2016]
- Artificial Intelligence - Graduate Schools of Science ... [Last Updated On: November 23rd, 2016] [Originally Added On: November 23rd, 2016]
- Artificial Intelligence in Medicine: An Introduction [Last Updated On: November 23rd, 2016] [Originally Added On: November 23rd, 2016]
- What does artificial intelligence mean? - Definitions.net [Last Updated On: November 23rd, 2016] [Originally Added On: November 23rd, 2016]
- Artificial Intelligence Lockheed Martin [Last Updated On: November 23rd, 2016] [Originally Added On: November 23rd, 2016]
- Artificial Intelligence Course - Computer Science at CCSU [Last Updated On: November 23rd, 2016] [Originally Added On: November 23rd, 2016]
- FREE Artificial Intelligence Essay - Example Essays [Last Updated On: November 23rd, 2016] [Originally Added On: November 23rd, 2016]
- Elon Musk's artificial intelligence group signs Microsoft ... [Last Updated On: November 23rd, 2016] [Originally Added On: November 23rd, 2016]
- Real FX - Slotless Racing with Artificial Intelligence [Last Updated On: November 23rd, 2016] [Originally Added On: November 23rd, 2016]
- Artificial Intelligence: What It Is and How It Really Works [Last Updated On: January 4th, 2017] [Originally Added On: January 4th, 2017]
- Artificial Intelligence Market Size and Forecast by 2024 [Last Updated On: January 4th, 2017] [Originally Added On: January 4th, 2017]
- Algorithm-Driven Design: How Artificial Intelligence Is ... [Last Updated On: January 4th, 2017] [Originally Added On: January 4th, 2017]
- 9 Development in Artificial Intelligence | Funding a ... [Last Updated On: January 4th, 2017] [Originally Added On: January 4th, 2017]
- Artificial Intelligence Tops Humans in Poker Battle What's the Big Deal? - PokerNews.com [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Is AI a Threat to Christianity? - The Atlantic [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Allow mathematicians to pierce artificial intelligence frontiers - Livemint [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Montreal sees its future in smart sensors, artificial intelligence (with video) - Computerworld [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Silicon Valley Hedge Fund Takes On Wall Street With AI Trader - Bloomberg [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- The Observer view on artificial intelligence - The Guardian [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Artificial Intelligence Is Coming Whether You Like It Or Not - Mother Jones [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- RealDoll Creating Artificial Intelligence System, Robotic Sex Dolls ... - Breitbart News [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Forget lessons, these smart skis are loaded with artificial intelligence - Mashable [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Artificial Intelligence Correctly Predicted the Patriots' 34-28 Super ... - Digital Trends [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Why C-Levels Need To Think About eLearning And Artificial Intelligence - Forbes [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Artificial Intelligence-Driven Robots: More Brains Than Brawn - Forbes [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Artificial intelligence: How to build the business case - ZDNet [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- What 'social artificial intelligence' means for marketers - VentureBeat [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Actress Kristen Stewart's Research Paper On Artificial Intelligence: A Critical Evaluation - Forbes [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Baidu cut its healthcare business to concentrate on artificial intelligence - Asia Times [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Google Android Wear 2.0 update puts artificial intelligence inside your wristwatch - The Sun [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- How criminals use Artificial Intelligence and Machine Learning - BetaNews [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- In the Labs: Connected vehicles in Ohio, artificial intelligence in Illinois and Massachusetts - Network World [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Keeping an eye on artificial intelligence - The National Business Review [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Actors, teachers, therapists think your job is safe from artificial intelligence? Think again - The Guardian [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Wells Fargo Innovation Group to Focus on Artificial Intelligence, Payments and APIs - Wall Street Journal (blog) [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- SAP aims to step up its artificial intelligence, machine learning game as S/4HANA hits public cloud - ZDNet [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Artificial Intelligence Is Coming To Police Bodycams, Raising Privacy Concerns - Forbes [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Nvidia Beats Earnings Estimates As Its Artificial Intelligence Business Keeps On Booming - Forbes [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Could Artificial Intelligence Ever Become A Threat To Humanity? - Forbes [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Artificial intuition will supersede artificial intelligence, experts say - Network World [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- The Peril of Inaction with Artificial Intelligence - Gigaom [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- TASER International Bringing Artificial Intelligence to Law Enforcement - Motley Fool [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- LG G6 teasers emphasize battery life, artificial intelligence - CNET [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- Wells Fargo sets up artificial intelligence team in tech push - Reuters [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- Ford spending $1 billion on self-driving artificial intelligence - CNET [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- Artificial Intelligence in Business Process Automation - Nanalyze [Last Updated On: February 12th, 2017] [Originally Added On: February 12th, 2017]
- An artificial intelligence gamble that paid off - Minneapolis Star Tribune [Last Updated On: February 12th, 2017] [Originally Added On: February 12th, 2017]
- Ford to Invest $1 Billion in Artificial Intelligence Start-Up - New York Times [Last Updated On: February 12th, 2017] [Originally Added On: February 12th, 2017]
- Wells Fargo Pushes Into Artificial Intelligence - Fortune [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- Artificial intelligence predictions surpass reality - UT The Daily Texan [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- Creating artificial intelligence-driven technology products is almost like unleashing the Frankenstein's monster - Economic Times (blog) [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- Inside Intel Corporation's Artificial Intelligence Strategy - Motley Fool [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- The artificial intelligence revolutionising healthcare - Irish Times [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- Ford Announces Investment in Artificial Intelligence Company Argo AI - Motor Trend [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- Ford Invests $1-Billion in Artificial Intelligence - AutoGuide.com [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- Salesforce adds some artificial intelligence to customer service products - TechCrunch [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- No hype, just fact: Artificial intelligence in simple business terms - ZDNet [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Artificial Intelligence and The Confusion of Our Age - Patheos (blog) [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- How Artificial Intelligence Startups Struck Gold - Entrepreneur [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Terrifyingly, Google's Artificial Intelligence acts aggressive when cornered - Chron.com [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- This Startup Has Developed A New Artificial Intelligence That Can (Sometimes) Beat Google - Forbes [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- RPI artificial intelligence expert looks at Westworld - Albany Times Union [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Google's DeepMind artificial intelligence becomes 'highly aggressive' when stressed. Skynet, anyone? - Mirror.co.uk [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Artificial Intelligence Enters The Classroom - News One [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- John Pisarek Talks Artificial Intelligence - Customer Think [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Can Artificial Intelligence Predict Earthquakes? - Scientific American [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Artificial Intelligence Is Becoming A Major Disruptive Force In Banks' Finance Departments - Forbes [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]