Cross-conformal predictors
arXiv:1208.0806v1255 citations
Originality Synthesis-oriented
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This is an incremental improvement for researchers in machine learning, specifically in uncertainty quantification and conformal prediction.
The paper tackles the problem of improving predictive efficiency in conformal prediction by introducing cross-conformal prediction, a hybrid method combining inductive conformal prediction and cross-validation, and empirically shows its validity and efficiency.
This note introduces the method of cross-conformal prediction, which is a hybrid of the methods of inductive conformal prediction and cross-validation, and studies its validity and predictive efficiency empirically.