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Probability distribution

Mathematical function for the probability a given outcome occurs in an experiment

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Machine Learning (1)
Calibration Metrics (1)
Probability Distribution (1)
Knowledge Distillation (1)
Model Compression (1)
Uncertainty Quantification (1)

🏷️ Keywords

Machine Learning (2) · Variation Calibration Error (1) · Expected Calibration Error (1) · Calibration Assessment (1) · Probability Distribution (1) · arXiv (1) · Classifier Evaluation (1) · Knowledge Distillation (1) · Dark Knowledge (1) · Calibrated Uncertainty (1) · Cross-Entropy (1) · Model Compression (1) · Probability Distributions (1)

📖 Key Information

In probability theory and statistics, a probability distribution is a function that gives the probabilities of occurrence of possible events for an experiment. It is a mathematical description of a random phenomenon in terms of its sample space and the probabilities of events (subsets of the sample space). Each random variable has a probability distribution.

📰 Related News (2)

🇺🇸 Extending confidence calibration to generalised measures of variation (2026-02-16)
arXiv:2602.12975v1 Announce Type: cross Abstract: We propose the Variation Calibration Error (VCE) metric for assessing the calibration of machine le...
🇺🇸 Trust the uncertain teacher: distilling dark knowledge via calibrated uncertainty (2026-02-16)
arXiv:2602.12687v1 Announce Type: cross Abstract: The core of knowledge distillation lies in transferring the teacher's rich 'dark knowledge'-subtle ...

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Machine learning · 1 shared articles