Originally published in MIT Technology Review, April 4, 2023.
A new kind of machine-learning model built by a team of researchers at the music-streaming firm Spotify captures for the first time the complex math behind counterfactual analysis, a precise technique that can be used to identify the causes of past events and predict the effects of future ones.
The model, described earlier this year in the scientific journal Nature Machine Intelligence, could improve the accuracy of automated decision making, especially personalized recommendations, in a range of applications from finance to health care.
The basic idea behind counterfactuals is to ask what would have happened in a situation had certain things been different. It’s like rewinding the world, changing a few crucial details, and then hitting play to see what happens. By tweaking the right things, it’s possible to separate true causation from correlation and coincidence.
“Understanding cause and effect is super important for decision making,” says Ciaran Gilligan-Lee, leader of the Causal Inference Research Lab at Spotify, who co-developed the model. “You want to understand what impact a choice you take now will have on the future.”
To continue reading this article, click here.
You must be logged in to post a comment.
Thanks for sharing information.. https://www.mygeorgiasouthern.org/
A free Android app called pgsharp lets you change where your Pokémon GO GPS is. You can utilize this product to control the development of your Symbol without truly moving.
You may be familiar with the ffh4x Injector. Many players of Garena Free Fire may be familiar with this application.
Thanks for this wonderful information. Teco Login
The getting over it game, which focuses on utilizing powerful hands and a swinging hammer rather than the legs, has been roaring lately. You are free to test it whenever you wish.
hi
Greetings, everyone! I’ve found an exceptional online casino tailored for Australians that I highly recommend exploring. The registration process is smooth, and the enticing welcome bonus immediately grabbed my attention of this best online casino in australia . Now, let’s delve into the gaming experience. They offer a diverse range of pokies with various themes and impressive jackpots. The card games, especially blackjack and poker, maintain a commendable standard. The inclusion of live dealers enhances the authenticity of the casino atmosphere.
Vivo em Portugal e gosto de apostar em desportos. Graças a isso, ganho muitas vezes dinheiro a sério. Ainda bem que encontrei este melhoresapostas-pt.com sítio e vi aqui uma lista de casas de apostas verificadas para pessoas que vivem em Portugal. Graças a este sítio, fiz a escolha certa e encontrei a casa de apostas perfeita, que é uma
orion stars vip
Visit inshot app download
“inshot apk is perfect for editing videos for social media. The premium filters and effects make my videos stand out. Download the latest version for free here!”
“Thetoca boca is the best version of the game I’ve found. Click here to download! Get it here! Tons of features are unlocked, and it’s super easy to install.”
For a fast and efficient browsing experience, I highly recommend using Uc APK. Its speed and user-friendly features make it an excellent choice.
Meitu APKK is fantastic! It unlocks all the premium features for free, making it the best photo editing app I’ve used. Highly recommend for stunning edits.
If you’re into games, you have to check out Game Vault 777 APK! Tons of exciting slots and table games all in one place. Download it now and start winning big.
The post content is amazing. Thank you for sharing such kind of content which is so useful and full of knowledge. UPS Enterprise Portal Log In