Skip to main content

AI can figure out a place's politics by analyzing cars on Google Street View

[ad_1]


Google Street View images are filled with cars. That is a simple and pedestrian truth, and one which artificial intelligence researchers have taken advantage of to do something surprising. By analyzing car type, they were able to make predictions about the demographic information of the people in the cities they studied.



For example, the team, largely from Stanford University, analyzed whether they saw more pickups trucks or sedans in a given city. With a greater number of pickup trucks, the urban area had an 82 percent chance of voting Republican, and with more sedans, there was an 88 percent chance it voted Democrat.



Artificial intelligence systems shine when crunching staggeringly large amounts of data and then making predictions about what they see in it. In this case, that data came in the form of over 50 million images in 200 cities from Google Street View. From there, the researchers used an object recognition technique to pick out cars from other objects in the images. They then had to classify those vehicles—a whopping 22 million of them, representing 8 percent of all U.S. autos—by make, model, and year. To do that, they trained an AI tool called a neural network to identify them. (Specifically, they used a convolutional neural network, which is known for being good at handling images.)



The neural network went through the 50 million images in just two weeks. That would have taken an unlucky human around 15 years, according to a new study on the research published in the journal PNAS.



The study’s authors also had to figure out how car type was associated with factors like the political leanings of the area, and other demographic information. For that, they used regression analysis, a mathematical and statistical tool, to see how the vehicle type correlates with information they got from voting data and the census.



Ultimately, what they learned was “surprisingly accurate,” says Timnit Gebru, the study’s first author and previously a researcher at the Stanford Artificial Intelligence Laboratory. For example, their system predicted that Casper, Wyoming, is Republican. That’s backed up by the 2008 presidential election results, which the team used as a real-world indicator.



However, she cautions that their system wasn’t so accurate that it could replace actually conducting a census—although it could complement one. Or, in resource-poor countries, a method like this could be be helpful in gathering demographic information without the cost of a full census.



But the big picture is greater than just images of cars and predictions about voting histories. Gebru says that the strategy represents a new kind of tool that social scientists can leverage by turning AI techniques loose on vast amount of data, like those Google Street View images. And it doesn’t need to focus on cars and politics, of course; instead, researchers could look at trees, for example, and public health, Gebru says. Nor does it have to be just street images: it could sift through satellite photographs.



And at the end of the day, having an AI system do that is going to be orders of magnitude more efficient than doing it with only human eyeballs.




[ad_2]

Written By Rob Verger

Comments

Popular posts from this blog

Ice technicians are the secret stars of the Winter Olympics

[ad_1] The emphasis of this year's two-week-long Winter Olympic Games has been placed squarely on the Olympians themselves. After all, the stated purpose of the international competition is to bring together the world’s greatest athletes in a nail-biting competition across fifteen different winter sports. But before the curlers, skiers, and skaters even arrived in Pyeongchang, South Korea, the Olympians of the ice technician world were already a few weeks deep in a competition of their own. Mark Callan of the World Curling Federation and Markus Aschauer of the International Bobsleigh and Skeleton Federation both say they’re hoping to make the best ice the Winter Olympics have ever seen. To transform the barren concrete jungle of existing tracks and arenas into an ice- and snow-covered wonderland is an enormous undertaking. And it takes a keen understanding of the physics and chemistry that keeps frozen precipitation pristine. Curling Callan has been making and maintaining ic...

How to avoid the mid-movie bathroom break

[ad_1] Long movies and the urge to pee have been linked since the early days of cinema. Sixty-three years before Avengers: Endgame and its three-hour runtime, moviegoers settled in for nearly four hours of The Ten Commandments . “There will be an intermission,” director Cecil B. DeMille announced during the movie’s introduction. And audiences’ bladders were relieved. On average, movies aren’t getting longer, but they also don’t come with a predetermined bathroom break. That means when nature calls, you’ve got to either sit in growing discomfort or gamble on the best time to run to the restroom. But it doesn’t have to be this way, and for most people, setting your body to “do not disturb” is fairly simple. Go before the show The first piece of advice is also the easiest: pee before the movie starts. Generally, healthy adults urinate every 3-4 hours, so the longer a movie runs, the more urgent it becomes to reset your internal p...

Charted: Here's how much your food waste hurts the environment

[ad_1] Our species is pretty good at wasting food. Some we discard at the farm for being undersized or oddly shaped. Others we allow to decay in their shipping containers, thrown away before they even reach shelves. We leave even more foodstuffs wasting away in grocery stores, often by letting it sit there until it reaches its sell-by date. As consumers, we don’t have much control over most of the process that brings our food to the grocery store, but we do have control over how much food we personally waste. Let's face it: We’ve all found liquified lettuce in our veggie drawers. Don't fret. It's arguably impossible to consume 100 percent of the food we buy. But a healthy reminder of the effect food waste has on the environment might help us all to be more conscious of the amount of food we eat—and don't eat. Consumer food waste varies extensively depending on the area. In South and Southeast Asia, the Food and Agriculture Organization (FAO) estimates that only around ...