Estimation without Counting Observed in Artificial Neural Network

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Researchers have been wondering for a long time how humans learn. After all, no one is born with an understanding of math or language, yet both of these develop throughout early life. In the case of math at least, many forms of life, including humans, have demonstrated an ability to understand when one set is larger than another, without counting the items. Now a virtual neural network has done the same.

This neural network was designed only to mimic the retina of an eye and then generate false images, similar to what it originally saw. How the neurons fire as the original image is viewed and the false ones made is recorded. The researchers found the lowest level of neurons, those furthest from the virtual retina, were firing based on the number of objects in the original image, despite the fact that there is no understanding of numbers in the program. This information was then given to a second program which was able to estimate whether the image had more or fewer objects than some reference number the researchers also gave it.

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When 1 + 1 = 5: Dyscalculia and Working Memory

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Jacob’s mother writes that ‘Jacob, 10-years-old, still struggles with number bonds to 10. Learning to tell the time is still slow – he has not mastered half-past. Although he managed to learn his 5x tables because we practiced all summer, this has now gone’.

Jacob has dyscalculia, a math disability where students struggle to learn or understand mathematics. Students with dyscalculia find it difficult to decipher math symbols (e.g. +, -), counting principles (‘two’ stands for 2), solving arithmetic problems, and usually transpose numbers (e.g. 75 becomes 57). However, dyscalculia encompasses more than problems with numbers – there is also a struggle with telling the time as in Jacob’s case, identifying left from right, and recognizing patterns.

But why do some students struggle to learn numbers and certain mathematical principles?

Working Memory plays a key role. To solve a mathematical problem like 1 + 1, we need to use our

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Bachelor project – Paper prototype

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Before making the actual product, it was decided to produce a video prototype which could be used to show an audience how the product should work in practice. The video prototype was brought along when the second part of the empirical data was gathered. This part consisted of a semi structured interview with two students from 8th grade.

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Brain furrow may cause maths problem

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Scientists have homed in on a brain region that leaves some people struggling with mathematics. Their research might point up better ways to teach numbers1.

The study looked at people with dyscalculia – the mathematical equivalent of dyslexia. Up to 6% of children are thought to suffer from the condition; they toil with times tables and can find it tough to add small numbers even as adults.

Dyscalculics have abnormal pulses of activity in a brain furrow called the right intraparietal sulcus, find Nicolas Molko of INSERM, the French Institute of Health and Medical Research in Paris, and his colleagues. The fissure helps the mind to conjure spatial images.

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