When 2001: A Space Odyssey opened in movie theatres 50 years ago this month, it left audiences baffled. Its mind-bending special effects, enigmatic ending and main character – HAL, a psychotic computer – were too much to cope with. Over 200 people walked out of the first showing, and critics panned it.
Now, half a century on, 2001 is widely regarded as the greatest science fiction movie ever – and one of its major themes is about to become a real-life legal issue of global proportions. When the European Union's General Data Protection Regulations becomes law next month, companies that use computer algorithms to make big decisions about, say, giving someone financial credit will have to be able to explain why the decision was made.
European citizens will, in short, have the right to insist that companies open the "black box" and show why their algorithm turned them down. Yet in this case, the black box is a neural network and there’s currently no hope of meeting that demand.
A network of brain cells
Let's use the example of HAL – in the film, "he" is the artificial intelligence looking after the first manned space mission to Jupiter. On their journey, the crew start to suspect HAL is malfunctioning in some way – the suspicions are confirmed by mission control back on Earth.
The astronauts are instructed to disconnect HAL’s higher functions. But before they can do so, though, HAL takes action, with murderous consequences. Movie-goers never get an explanation of this behaviour, which is all the more perplexing given the computer’s stated infallibility.
While a novel by Arthur C Clarke, which came out shortly after the movie, claimed HAL had fallen prey to guilt, which was caused by the clash between "his" role as a crew member and his secret orders not to tell his colleagues the true goal of the mission. But HAL is a so-called neural network computer, a real-life type of AI and this sort of computer is programmed to act like a network of brain cells, solving problems by learning from examples.
While they have proved incredibly good at a host of tasks from facial recognition to data-mining, the technology has a big drawback: it’s impossible to be sure how a neural network comes to its decisions. And under the new measures, companies who can’t explain just this will face punitive fines.
No amount of analysis of it will reveal what’s going on inside the black box because, like a real brain, a neural network gives no clues about the actual thought-processes driving any act.
How does AI explain itself?
Under the law, a slew of current practices, like burying consent statements in small-print and pre-ticked opt-in boxes, will also no longer be lawful. And failure to comply is backed by colossal financial penalties, up to a maximum of Euro 20 million or 4 per cent of annual turnover, whichever is the larger.
Computer scientists have wrestled with this so-called explainability problem for decades, with little success. Back in the 1970s, so-called expert systems seemed to offer a solution as they were based on hard rules of logic whose conclusions could be analysed.
But during the 1990s the limited abilities and sheer effort of creating expert systems led to their losing out to neural networks, which needed only off-the-shelf computer programs plus training data with which to teach them.
For years, the sheer power of neural networks has attracted interest from companies in fields from finance and medicine to security. Now they must face the fact that, deep down, they’ve no idea what their black box are doing and there is little sign of this changing any time soon.
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One major hurdle is a phenomenon discovered by computer scientists where the better an AI is at its task, the less explicable its decisions become. The US Defense Advanced Research Projects Agency is currently funding a series of research programmes to close the gap. The motivation is simple: without being able to explain itself, AI is never going to be fully trusted by its human creators.
For those now using AI to make money, the hope must be that computer scientists find ways of keeping them on the right side of the law.
After half a century, 2001: A Space Odyssey is still remembered for its stunning vision of the power of technology. But perhaps its greatest legacy is its warning about knowing just what is going on inside the likes of HAL.
Robert Matthews is Visiting Professor of Science at Aston University, Birmingham, UK
Fixtures
Wednesday
4.15pm: Japan v Spain (Group A)
5.30pm: UAE v Italy (Group A)
6.45pm: Russia v Mexico (Group B)
8pm: Iran v Egypt (Group B)
The Book of Collateral Damage
Sinan Antoon
(Yale University Press)
WHAT IS A BLACK HOLE?
1. Black holes are objects whose gravity is so strong not even light can escape their pull
2. They can be created when massive stars collapse under their own weight
3. Large black holes can also be formed when smaller ones collide and merge
4. The biggest black holes lurk at the centre of many galaxies, including our own
5. Astronomers believe that when the universe was very young, black holes affected how galaxies formed
2025 Fifa Club World Cup groups
Group A: Palmeiras, Porto, Al Ahly, Inter Miami.
Group B: Paris Saint-Germain, Atletico Madrid, Botafogo, Seattle.
Group C: Bayern Munich, Auckland City, Boca Juniors, Benfica.
Group D: Flamengo, ES Tunis, Chelsea, Leon.
Group E: River Plate, Urawa, Monterrey, Inter Milan.
Group F: Fluminense, Borussia Dortmund, Ulsan, Mamelodi Sundowns.
Group G: Manchester City, Wydad, Al Ain, Juventus.
Group H: Real Madrid, Al Hilal, Pachuca, Salzburg.
The bio
Favourite book: Kane and Abel by Jeffrey Archer
Favourite quote: “The world makes way for the man who knows where he is going.” - Ralph Waldo Emerson, American essayist
Favourite Authors: Arab poet Abu At-Tayyib Al-Mutanabbi
Favourite Emirati food: Luqaimat, a deep-fried dough soaked in date syrup
Hobbies: Reading and drawing
T20 World Cup Qualifier fixtures
Tuesday, October 29
Qualifier one, 2.10pm – Netherlands v UAE
Qualifier two, 7.30pm – Namibia v Oman
Wednesday, October 30
Qualifier three, 2.10pm – Scotland v loser of qualifier one
Qualifier four, 7.30pm – Hong Kong v loser of qualifier two
Thursday, October 31
Fifth-place playoff, 2.10pm – winner of qualifier three v winner of qualifier four
Friday, November 1
Semi-final one, 2.10pm – Ireland v winner of qualifier one
Semi-final two, 7.30pm – PNG v winner of qualifier two
Saturday, November 2
Third-place playoff, 2.10pm
Final, 7.30pm
Match info
Champions League quarter-final, first leg
Liverpool v Porto, Tuesday, 11pm (UAE)
Matches can be watched on BeIN Sports
THE SCORES
Ireland 125 all out
(20 overs; Stirling 72, Mustafa 4-18)
UAE 125 for 5
(17 overs, Mustafa 39, D’Silva 29, Usman 29)
UAE won by five wickets
THE BIG MATCH
Arsenal v Manchester City,
Sunday, Emirates Stadium, 6.30pm
The specs: 2019 BMW X4
Price, base / as tested: Dh276,675 / Dh346,800
Engine: 3.0-litre turbocharged in-line six-cylinder
Transmission: Eight-speed automatic
Power: 354hp @ 5,500rpm
Torque: 500Nm @ 1,550rpm
Fuel economy, combined: 9.0L / 100km
Young women have more “financial grit”, but fall behind on investing
In an October survey of young adults aged 16 to 25, Charles Schwab found young women are more driven to reach financial independence than young men (67 per cent versus. 58 per cent). They are more likely to take on extra work to make ends meet and see more value than men in creating a plan to achieve their financial goals. Yet, despite all these good ‘first’ measures, they are investing and saving less than young men – falling early into the financial gender gap.
While the women surveyed report spending 36 per cent less than men, they have far less savings than men ($1,267 versus $2,000) – a nearly 60 per cent difference.
In addition, twice as many young men as women say they would invest spare cash, and almost twice as many young men as women report having investment accounts (though most young adults do not invest at all).
“Despite their good intentions, young women start to fall behind their male counterparts in savings and investing early on in life,” said Carrie Schwab-Pomerantz, senior vice president, Charles Schwab. “They start off showing a strong financial planning mindset, but there is still room for further education when it comes to managing their day-to-day finances.”
Ms Schwab-Pomerantz says parents should be conveying the same messages to boys and girls about money, but should tailor those conversations based on the individual and gender.
"Our study shows that while boys are spending more than girls, they also are saving more. Have open and honest conversations with your daughters about the wage and savings gap," she said. "Teach kids about the importance of investing – especially girls, who as we see in this study, aren’t investing as much. Part of being financially prepared is learning to make the most of your money, and that means investing early and consistently."
The specs
Price, base / as tested Dh12 million
Engine 8.0-litre quad-turbo, W16
Gearbox seven-speed dual clutch auto
Power 1479 @ 6,700rpm
Torque 1600Nm @ 2,000rpm 0-100kph: 2.6 seconds 0-200kph: 6.1 seconds
Top speed 420 kph (governed)
Fuel economy, combined 35.2L / 100km (est)
As it stands in Pool A
1. Japan - Played 3, Won 3, Points 14
2. Ireland - Played 3, Won 2, Lost 1, Points 11
3. Scotland - Played 2, Won 1, Lost 1, Points 5
Remaining fixtures
Scotland v Russia – Wednesday, 11.15am
Ireland v Samoa – Saturday, 2.45pm
Japan v Scotland – Sunday, 2.45pm
The biog
Name: Younis Al Balooshi
Nationality: Emirati
Education: Doctorate degree in forensic medicine at the University of Bonn
Hobbies: Drawing and reading books about graphic design
The winners
Fiction
- ‘Amreekiya’ by Lena Mahmoud
- ‘As Good As True’ by Cheryl Reid
The Evelyn Shakir Non-Fiction Award
- ‘Syrian and Lebanese Patricios in Sao Paulo’ by Oswaldo Truzzi; translated by Ramon J Stern
- ‘The Sound of Listening’ by Philip Metres
The George Ellenbogen Poetry Award
- ‘Footnotes in the Order of Disappearance’ by Fady Joudah
Children/Young Adult
- ‘I’ve Loved You Since Forever’ by Hoda Kotb
DSC Eagles 23 Dubai Hurricanes 36
Eagles
Tries: Bright, O’Driscoll
Cons: Carey 2
Pens: Carey 3
Hurricanes
Tries: Knight 2, Lewis, Finck, Powell, Perry
Cons: Powell 3
RESULTS
Time; race; prize; distance
4pm: Maiden; (D) Dh150,000; 1,200m
Winner: General Line, Xavier Ziani (jockey), Omar Daraj (trainer)
4.35pm: Maiden (T); Dh150,000; 1,600m
Winner: Travis County, Adrie de Vries, Ismail Mohammed
5.10pm: Handicap (D); Dh175,000; 1,200m
Winner: Scrutineer, Tadhg O’Shea, Ali Rashid Al Raihe
5.45pm: Maiden (D); Dh150,000; 1,600m
Winner: Yulong Warrior, Richard Mullen, Satish Seemar
6.20pm: Maiden (D); Dh150,000; 1,600m
Winner: Ejaaby, Jim Crowley, Doug Watson
6.55pm: Handicap (D); Dh160,000; 1,600m
Winner: Storyboard, Richard Mullen, Satish Seemar
7.30pm: Handicap (D); Dh150,000; 2,200m
Winner: Grand Dauphin, Gerald Mosse, Ahmed Al Shemaili
8.05pm: Handicap (T); Dh190,000; 1,800m
Winner: Good Trip, Tadhg O’Shea, Ali Rashid Al Raihe
Company Profile
Name: JustClean
Based: Kuwait with offices in other GCC countries
Launch year: 2016
Number of employees: 130
Sector: online laundry service
Funding: $12.9m from Kuwait-based Faith Capital Holding
UAE - India ties
The UAE is India’s third-largest trade partner after the US and China
Annual bilateral trade between India and the UAE has crossed US$ 60 billion
The UAE is the fourth-largest exporter of crude oil for India
Indians comprise the largest community with 3.3 million residents in the UAE
Indian Prime Minister Narendra Modi first visited the UAE in August 2015
His visit on August 23-24 will be the third in four years
Sheikh Mohamed bin Zayed, Crown Prince of Abu Dhabi and Deputy Supreme Commander of the Armed Forces, visited India in February 2016
Sheikh Mohamed was the chief guest at India’s Republic Day celebrations in January 2017
Modi will visit Bahrain on August 24-25
What She Ate: Six Remarkable Women & the Food That Tells Their Stories
Laura Shapiro
Fourth Estate
Our legal consultant
Name: Hassan Mohsen Elhais
Position: legal consultant with Al Rowaad Advocates and Legal Consultants
The biog
Name: Atheja Ali Busaibah
Date of birth: 15 November, 1951
Favourite books: Ihsan Abdel Quddous books, such as “The Sun will Never Set”
Hobbies: Reading and writing poetry
Champions parade (UAE timings)
7pm Gates open
8pm Deansgate stage showing starts
9pm Parade starts at Manchester Cathedral
9.45pm Parade ends at Peter Street
10pm City players on stage
11pm event ends
Qosty Byogaani
Starring: Hani Razmzi, Maya Nasir and Hassan Hosny
Four stars
THE SPECS
Range Rover Sport Autobiography Dynamic
Engine: 5.0-litre supercharged V8
Transmission: six-speed manual
Power: 518bhp
Torque: 625Nm
Speed: 0-100kmh 5.3 seconds
Price: Dh633,435
On sale: now
Our legal consultant
Name: Dr Hassan Mohsen Elhais
Position: legal consultant with Al Rowaad Advocates and Legal Consultants.
FA Cup semi-finals
Saturday: Manchester United v Tottenham Hotspur, 8.15pm (UAE)
Sunday: Chelsea v Southampton, 6pm (UAE)
Matches on Bein Sports