Cross-prediction-powered inference

• Published in: Proceedings of the National Academy of Sciences - PNAS Vol. 121; no. 15; p. e2322083121
• Main Authors: Zrnic, Tijana, Candès, Emmanuel J.
• Format: Journal Article
• Language: English
• Published: United States National Academy of Sciences 09.04.2024
• Subjects: Annotations; Datasets; Decision making; Inference; Labels; Learning algorithms; Machine learning; Predictions; Satellite imagery; Supplements; prediction; statistical inference; CIs; machine learning

While reliable data-driven decision-making hinges on high-quality labeled data, the acquisition of quality labels often involves laborious human annotations or slow and expensive scientific measurements. Machine learning is becoming an appealing alternative as sophisticated predictive techniques are...