CRIME: NEW ALGORITHM PREDICTS WHEN AND WHERE A CRIME WILL HAPPEN BEFORE IT TAKES PLACE
BBC Science Focus|Summer 2022
The Al model was tested across eight cities in the US and predicts future crimes with 80 to 90 per cent accuracy, without falling foul of bias
ISHANU CHATTOPADHYAY
CRIME: NEW ALGORITHM PREDICTS WHEN AND WHERE A CRIME WILL HAPPEN BEFORE IT TAKES PLACE

YOUR ALGORITHM SUCCESSFULLY PREDICTED CRIME IN US CITIES A WEEK BEFORE THEY HAPPENED. HOW DID YOU BUILD THE ALGORITHM?

The city of Chicago and the seven other cities that we looked at have started putting out crime event logs in the public domain. In Chicago, these are actually updated daily with a week's delay.

These event logs contain information about what happened, what type of crime it was, where it happened, the latitude, longitude, and a timestamp. In Chicago, we also have information about if there were any arrests made when there were interactions with the police officers.

So we start with this event log and then digitise the city into small areas of about two blocks by two blocks about 1,000 feet [300 metres] across.

And in one of those tiles, we'll see this time series of these different events, like violent crimes, property crimes, homicides and so on. This results in tens of thousands of time series that are coevolving.

What our algorithm does is look at these coevolving time series, then figures out how they are dependent on one another and how they're constraining one another - so how they're shaping one another. That brings up a really complex model.

You can then make predictions on what's going to happen, say, a week in advance at a particular tile, plus or minus one day. In Chicago, for example, today is Wednesday. Using our algorithm, you can say that next Wednesday, on the intersection of 37th Street and Southwestern Avenue, there would be homicide.

HOW DO YOU ENVISAGE THE WAYS YOUR ALGORITHM COULD BE USED?

Denne historien er fra Summer 2022-utgaven av BBC Science Focus.

Start din 7-dagers gratis prøveperiode på Magzter GOLD for å få tilgang til tusenvis av utvalgte premiumhistorier og 9000+ magasiner og aviser.

Denne historien er fra Summer 2022-utgaven av BBC Science Focus.

Start din 7-dagers gratis prøveperiode på Magzter GOLD for å få tilgang til tusenvis av utvalgte premiumhistorier og 9000+ magasiner og aviser.

FLERE HISTORIER FRA BBC SCIENCE FOCUSSe alt
COULD MARINE CLOUD BRIGHTENING HELP US FIGHT CLIMATE CHANGE?
BBC Science Focus

COULD MARINE CLOUD BRIGHTENING HELP US FIGHT CLIMATE CHANGE?

The theory behind marine cloud brightening is that brighter or whiter clouds reflect more sunlight back into space.

time-read
1 min  |
November 2024
IS IT SAFE TO RUN EVERY DAY, OR SHOULD I DITCH MY RUN STREAK TO SAVE MY KNEES?
BBC Science Focus

IS IT SAFE TO RUN EVERY DAY, OR SHOULD I DITCH MY RUN STREAK TO SAVE MY KNEES?

A running streak, where you run every day without taking rest days, can be highly motivating and beneficial for overall fitness. Running is great cardiovascular exercise and isn't to be discouraged (and finding a routine with some consistency is great). Getting a bit of exercise as often as possible is also hugely beneficial for your mental health.

time-read
1 min  |
November 2024
WHAT MAKES THE MEDITERRANEAN DIET SO GOOD FOR US?
BBC Science Focus

WHAT MAKES THE MEDITERRANEAN DIET SO GOOD FOR US?

The Mediterranean diet may help you live longer, especially if you also adopt the lifestyle of people living near the Med during the 1950s.

time-read
2 mins  |
November 2024
WHAT IS MEXICO'S BLUE HOLE?
BBC Science Focus

WHAT IS MEXICO'S BLUE HOLE?

The world's deepest blue hole (marine sinkhole) lies off the coast of Mexico's Yucatán Peninsula. It's at least 420m (1,378ft) deep, but explorers still haven't found its bottom.

time-read
1 min  |
November 2024
HOW CAN I TELL IF I'VE GOT HIGH CORTISOL LEVELS?
BBC Science Focus

HOW CAN I TELL IF I'VE GOT HIGH CORTISOL LEVELS?

Cortisol is a hormone produced by glands in our bodies called the adrenal glands, which sit above the kidneys. It plays a critical role in various bodily functions, including regulating metabolism, reducing inflammation and helping the body respond to stress. While essential for our health, chronic elevation of cortisol levels can lead to several issues.

time-read
2 mins  |
November 2024
THE LUNGFISH
BBC Science Focus

THE LUNGFISH

In 1836, European scientists discovered a peculiar animal from the River Amazon that they struggled to identify. Its eel-like body was a few feet long and its air-filled lungs persuaded anatomists it must be a reptile.

time-read
2 mins  |
November 2024
ARE WE THE ONLY SPECIES TO HAVE BEEN THROUGH A STONE AGE?
BBC Science Focus

ARE WE THE ONLY SPECIES TO HAVE BEEN THROUGH A STONE AGE?

The Stone Age might conjure up images of early humans, sitting around a campfire or hunting prehistoric beasts, but evidence shows that we're not the only species that has learned how to work with stone tools. Wild chimpanzees (Pan troglodytes) use stone tools to crack open nuts.

time-read
2 mins  |
November 2024
Should we scrap daylight saving time?
BBC Science Focus

Should we scrap daylight saving time?

Most of us look forward to the extra hour we get in bed every October, but researchers argue that changing the clocks twice a year harms our health

time-read
5 mins  |
November 2024
THE INTERNET OF ANIMALS
BBC Science Focus

THE INTERNET OF ANIMALS

SCIENTISTS ARE USING ELECTRONIC TAGS AND SATELLITES TO TRACK WILD ANIMALS AND CREATE A DATA NETWORK THAT COULD HELP US ADDRESS THE BIODIVERSITY CRISIS

time-read
8 mins  |
November 2024
MUSIC FOR A DISTRACTED GENERATION
BBC Science Focus

MUSIC FOR A DISTRACTED GENERATION

The number of things competing for our attention is often overwhelming. Can dreamy soundscapes created with neuroscience help our bewildered brains to concentrate?

time-read
10 mins  |
November 2024