Two students at Murdoch University Dubai have developed an artificial intelligence-based tool that scans pupils’ faces during classes to gauge their level of understanding.
The application aims to help improve the quality of online education by acting as a teaching tool and providing live feedback on whether the lessons are engaging.
It analyses facial expressions such as eyebrow raising, eyelid tightening and mouth dimpling to measure whether students are interested in the class.
We were tired of how classes were being held and no one was paying attention
Eiman Ansari
Eiman Ansari, 20, is in the third year of a degree in information technology and cyber forensics.
She said she was frustrated by online classes because teachers sometimes struggled to gauge students’ reactions.
“We were tired of how classes were being held and no one was paying attention,” said Ms Ansari, who is Indian.
“When classes were held, our cameras were off and the interactive classroom experience had disappeared.
“The teachers were not able to see the students’ reactions so they did not know if we were understanding things correctly.”
Ms Ansari developed the application with Abubakr Sajith, 21, a third-year undergraduate in business information systems and finance.
The friends were supported in their research by Joseph Stevens, the university’s head of information technology.
Measuring fear, disgust and surprise
Their application, the Emotion-Affective Domain Mapping System, films the classroom and analyses facial expressions for emotions such as contempt, anger, fear, happiness, disgust and surprise.
A graph is produced to illustrate students’ level of engagement in the class.
“We are using artificial intelligence to analyse facial expressions and the data given from that is mapped to levels of understanding,” Ms Ansari said.
“The aim is for students to have education tailored towards them, while for teachers this is a helper tool.”
The duo developed the idea in November 2020. Their research has since been published in The International Journal of Inspired Education, Science and Technology.
Their current paper proposes the system. Ms Ansari and Mr Sajith are working on a second paper to measure its effectiveness.
Mr Sajith said that while online classes would not last forever, the technology could have a place in face-to-face classes as well.
“We would ideally see this in a class where teachers have a dashboard on the side along their table and they can see a live graph showing how their pupils are reacting,” said Mr Sajith.
“With each student, you see the method they react to, and which one suits them best.”
At present, teachers will be able to gain feedback after the class. Having reviewed their students’ reactions, they can modify their class content and delivery.
In the future, teachers would be able to receive live feedback during the class.
Mr Sajith said that although the technology was in its nascent stage, the team hoped to one day license it to universities and schools.
Dr James Trotter, Murdoch University Dubai’s dean and academic president, acknowledged that measuring students’ comprehension during online lessons was hard.
“It is also estimated that the problem of poor integration of technology within the education systems is set to cost us roughly 0.3 to 0.9 years’ worth of education per year,” he said.
“The proposed EADMS solution, by two Murdoch University Dubai students and their faculty mentor, is a novel way to improve comprehension assessment and subsequently improve course content and delivery.”
Islamophobia definition
A widely accepted definition was made by the All Party Parliamentary Group on British Muslims in 2019: “Islamophobia is rooted in racism and is a type of racism that targets expressions of Muslimness or perceived Muslimness.” It further defines it as “inciting hatred or violence against Muslims”.
SPEC%20SHEET%3A%20NOTHING%20PHONE%20(2A)
%3Cp%3E%3Cstrong%3EDisplay%3A%3C%2Fstrong%3E%206.7-inch%20flexible%20Amoled%2C%202%2C412%20x%201%2C080%2C%20394ppi%2C%20120Hz%2C%20Corning%20Gorilla%20Glass%205%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EProcessor%3A%3C%2Fstrong%3E%20MediaTek%20Dimensity%207%2C200%20Pro%2C%204nm%2C%20octa-core%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EMemory%3A%3C%2Fstrong%3E%208%2F12GB%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3ECapacity%3A%3C%2Fstrong%3E%20128%2F256GB%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EPlatform%3A%3C%2Fstrong%3E%20Android%2014%2C%20Nothing%20OS%202.5%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EMain%20camera%3A%3C%2Fstrong%3E%20Dual%2050MP%20main%2C%20f%2F1.88%20%2B%2050MP%20ultra-wide%2C%20f%2F2.2%3B%20OIS%2C%20EIS%2C%20auto-focus%2C%20ultra%20XDR%2C%20night%20mode%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EMain%20camera%20video%3A%3C%2Fstrong%3E%204K%20%40%2030fps%2C%20full-HD%20%40%2060fps%3B%20slo-mo%20full-HD%20at%20120fps%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EFront%20camera%3A%3C%2Fstrong%3E%2032MP%20wide%2C%20f%2F2.2%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EBattery%3A%3C%2Fstrong%3E%205%2C000mAh%3B%2050%25%20in%2030%20minutes%20with%2045-watt%20charger%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EConnectivity%3A%3C%2Fstrong%3E%20Wi-Fi%2C%20Bluetooth%205.3%2C%20NFC%20(Google%20Pay)%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EBiometrics%3A%3C%2Fstrong%3E%20Fingerprint%2C%20face%20unlock%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EI%2FO%3A%3C%2Fstrong%3E%20USB-C%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EDurability%3A%3C%2Fstrong%3E%20IP54%2C%20limited%20protection%20from%20water%2Fdust%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3ECards%3A%3C%2Fstrong%3E%20Dual-nano%20SIM%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EColours%3A%3C%2Fstrong%3E%20Black%2C%20milk%2C%20white%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EIn%20the%20box%3A%3C%2Fstrong%3E%20Nothing%20Phone%20(2a)%2C%20USB-C-to-USB-C%20cable%2C%20pre-applied%20screen%20protector%2C%20Sim%20tray%20ejector%20tool%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EPrice%20(UAE)%3A%3C%2Fstrong%3E%20Dh1%2C199%20(8GB%2F128GB)%20%2F%20Dh1%2C399%20(12GB%2F256GB)%3C%2Fp%3E%0A
The specs
Engine 60kwh FWD
Battery Rimac 120kwh Lithium Nickel Manganese Cobalt Oxide (LiNiMnCoO2) chemistry
Power 204hp Torque 360Nm
Price, base / as tested Dh174,500
The biog
Born: near Sialkot, Pakistan, 1981
Profession: Driver
Family: wife, son (11), daughter (8)
Favourite drink: chai karak
Favourite place in Dubai: The neighbourhood of Khawaneej. “When I see the old houses over there, near the date palms, I can be reminded of my old times. If I don’t go down I cannot recall my old times.”
COMPANY PROFILE
Name: Kumulus Water
Started: 2021
Founders: Iheb Triki and Mohamed Ali Abid
Based: Tunisia
Sector: Water technology
Number of staff: 22
Investment raised: $4 million
Classification of skills
A worker is categorised as skilled by the MOHRE based on nine levels given in the International Standard Classification of Occupations (ISCO) issued by the International Labour Organisation.
A skilled worker would be someone at a professional level (levels 1 – 5) which includes managers, professionals, technicians and associate professionals, clerical support workers, and service and sales workers.
The worker must also have an attested educational certificate higher than secondary or an equivalent certification, and earn a monthly salary of at least Dh4,000.
COMPANY%20PROFILE
%3Cp%3E%3Cstrong%3ECompany%20name%3A%3C%2Fstrong%3E%20Revibe%20%0D%3Cbr%3E%3Cstrong%3EStarted%3A%3C%2Fstrong%3E%202022%0D%3Cbr%3E%3Cstrong%3EFounders%3A%3C%2Fstrong%3E%20Hamza%20Iraqui%20and%20Abdessamad%20Ben%20Zakour%20%0D%3Cbr%3E%3Cstrong%3EBased%3A%3C%2Fstrong%3E%20UAE%20%0D%3Cbr%3E%3Cstrong%3EIndustry%3A%3C%2Fstrong%3E%20Refurbished%20electronics%20%0D%3Cbr%3E%3Cstrong%3EFunds%20raised%20so%20far%3A%3C%2Fstrong%3E%20%2410m%20%0D%3Cbr%3E%3Cstrong%3EInvestors%3A%20%3C%2Fstrong%3EFlat6Labs%2C%20Resonance%20and%20various%20others%0D%3C%2Fp%3E%0A
Skoda Superb Specs
Engine: 2-litre TSI petrol
Power: 190hp
Torque: 320Nm
Price: From Dh147,000
Available: Now
Desert Warrior
Starring: Anthony Mackie, Aiysha Hart, Ben Kingsley
Director: Rupert Wyatt
Rating: 3/5
Specs
Engine: 51.5kW electric motor
Range: 400km
Power: 134bhp
Torque: 175Nm
Price: From Dh98,800
Available: Now
UK-EU trade at a glance
EU fishing vessels guaranteed access to UK waters for 12 years
Co-operation on security initiatives and procurement of defence products
Youth experience scheme to work, study or volunteer in UK and EU countries
Smoother border management with use of e-gates
Cutting red tape on import and export of food
GAC GS8 Specs
Engine: 2.0-litre 4cyl turbo
Power: 248hp at 5,200rpm
Torque: 400Nm at 1,750-4,000rpm
Transmission: 8-speed auto
Fuel consumption: 9.1L/100km
On sale: Now
Price: From Dh149,900
FROM%20THE%20ASHES
%3Cp%3EDirector%3A%20Khalid%20Fahad%3C%2Fp%3E%0A%3Cp%3EStarring%3A%20Shaima%20Al%20Tayeb%2C%20Wafa%20Muhamad%2C%20Hamss%20Bandar%3C%2Fp%3E%0A%3Cp%3ERating%3A%203%2F5%3C%2Fp%3E%0A
Pari
Produced by: Clean Slate Films (Anushka Sharma, Karnesh Sharma) & KriArj Entertainment
Director: Prosit Roy
Starring: Anushka Sharma, Parambrata Chattopadhyay, Ritabhari Chakraborty, Rajat Kapoor, Mansi Multani
Three stars
Company profile
Name: Tharb
Started: December 2016
Founder: Eisa Alsubousi
Based: Abu Dhabi
Sector: Luxury leather goods
Initial investment: Dh150,000 from personal savings
Bookshops: A Reader's History by Jorge Carrión (translated from the Spanish by Peter Bush),
Biblioasis
If you go
Flight connections to Ulaanbaatar are available through a variety of hubs, including Seoul and Beijing, with airlines including Mongolian Airlines and Korean Air. While some nationalities, such as Americans, don’t need a tourist visa for Mongolia, others, including UAE citizens, can obtain a visa on arrival, while others including UK citizens, need to obtain a visa in advance. Contact the Mongolian Embassy in the UAE for more information.
Nomadic Road offers expedition-style trips to Mongolia in January and August, and other destinations during most other months. Its nine-day August 2020 Mongolia trip will cost from $5,250 per person based on two sharing, including airport transfers, two nights’ hotel accommodation in Ulaanbaatar, vehicle rental, fuel, third party vehicle liability insurance, the services of a guide and support team, accommodation, food and entrance fees; nomadicroad.com
A fully guided three-day, two-night itinerary at Three Camel Lodge costs from $2,420 per person based on two sharing, including airport transfers, accommodation, meals and excursions including the Yol Valley and Flaming Cliffs. A return internal flight from Ulaanbaatar to Dalanzadgad costs $300 per person and the flight takes 90 minutes each way; threecamellodge.com
The five pillars of Islam
Why your domicile status is important
Your UK residence status is assessed using the statutory residence test. While your residence status – ie where you live - is assessed every year, your domicile status is assessed over your lifetime.
Your domicile of origin generally comes from your parents and if your parents were not married, then it is decided by your father. Your domicile is generally the country your father considered his permanent home when you were born.
UK residents who have their permanent home ("domicile") outside the UK may not have to pay UK tax on foreign income. For example, they do not pay tax on foreign income or gains if they are less than £2,000 in the tax year and do not transfer that gain to a UK bank account.
A UK-domiciled person, however, is liable for UK tax on their worldwide income and gains when they are resident in the UK.
Museum of the Future in numbers
- 78 metres is the height of the museum
- 30,000 square metres is its total area
- 17,000 square metres is the length of the stainless steel facade
- 14 kilometres is the length of LED lights used on the facade
- 1,024 individual pieces make up the exterior
- 7 floors in all, with one for administrative offices
- 2,400 diagonally intersecting steel members frame the torus shape
- 100 species of trees and plants dot the gardens
- Dh145 is the price of a ticket
David Haye record
Total fights: 32
Wins: 28
Wins by KO: 26
Losses: 4
What can you do?
Document everything immediately; including dates, times, locations and witnesses
Seek professional advice from a legal expert
You can report an incident to HR or an immediate supervisor
You can use the Ministry of Human Resources and Emiratisation’s dedicated hotline
In criminal cases, you can contact the police for additional support
The specs: 2018 Nissan Altima
Price, base / as tested: Dh78,000 / Dh97,650
Engine: 2.5-litre in-line four-cylinder
Power: 182hp @ 6,000rpm
Torque: 244Nm @ 4,000rpm
Transmission: Continuously variable tranmission
Fuel consumption, combined: 7.6L / 100km
Tips for entertaining with ease
· Set the table the night before. It’s a small job but it will make you feel more organised once done.
· As the host, your mood sets the tone. If people arrive to find you red-faced and harried, they’re not going to relax until you do. Take a deep breath and try to exude calm energy.
· Guests tend to turn up thirsty. Fill a big jug with iced water and lemon or lime slices and encourage people to help themselves.
· Have some background music on to help create a bit of ambience and fill any initial lulls in conversations.
· The meal certainly doesn’t need to be ready the moment your guests step through the door, but if there’s a nibble or two that can be passed around it will ward off hunger pangs and buy you a bit more time in the kitchen.
· You absolutely don’t have to make every element of the brunch from scratch. Take inspiration from our ideas for ready-made extras and by all means pick up a store-bought dessert.