2011
COLT
COLT 2011
Does an Efficient Calibrated Forecasting Strategy Exist?
Abstract
We recall two previously-proposed notions of asymptotic calibration for a forecaster making a sequence of probability predictions. We note that the existence of efficient algorithms for calibrated forecasting holds only in the case of binary outcomes. We pose the question: do there exist such efficient algorithms for the general (non-binary) case?
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— COLT 2011
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Interdisciplinary Bridge
— Artificial Intelligence and Machine Learning
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Trend Setter
— Game AI
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Keyword Pioneer
— probability calibration
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Cross-Pollinator
— Artificial Intelligence, Computer Science, Computer Vision, Data Science & Analytics, Deep Learning, Healthcare & Medicine, Interdisciplinary, Knowledge & Reasoning, Machine Learning, Mathematics & Optimization, Natural Language Processing, Reinforcement Learning, Robotics, Security & Privacy, Speech & Audio
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Hot Topic Early Bird
— game theory
Authors
Topics
Artificial Intelligence > Core AI > Game AI
Machine Learning > Optimization & Theory > Optimization
Machine Learning > Optimization & Theory > Theory
Machine Learning > Learning Types > Online Learning
Artificial Intelligence > Core AI > Reasoning
Mathematics & Optimization > Optimization > Game Theory
Mathematics & Optimization > Probability > Stochastic Processes