atopic
发表于 2025-3-26 22:19:03
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LIKEN
发表于 2025-3-27 05:10:53
Kate Macdonald,Christoph SingerWe construct a universal prediction system in the spirit of Popper’s falsifiability and Kolmogorov complexity. This prediction system does not depend on any statistical assumptions, but under the IID assumption it dominates, although in a rather weak sense, conformal prediction.
Omniscient
发表于 2025-3-27 07:31:39
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财产
发表于 2025-3-27 10:38:51
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musicologist
发表于 2025-3-27 16:16:59
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ANTE
发表于 2025-3-27 19:54:29
Conformal Predictors for Compound Activity Predictionresses some specific challenges of this domain: a large number of compounds (training examples), high-dimensionality of feature space, sparseness and a strong class imbalance. A variant of conformal predictors called Inductive Mondrian Conformal Predictor is applied to deal with these challenges. Re
步兵
发表于 2025-3-27 23:00:49
Conformal Prediction of Disruptions from Scratch: Application to an ITER Scenariodrogen and deuterium campaigns), a one-layer disruption predictor has been tested from scratch. The results show a relevant improvement where the success rate (rate of disruptions predicted correctly) increases and the false alarm rate (rate of non-disruptive discharges misclassified) decreases, usi
abreast
发表于 2025-3-28 04:31:01
Evaluation of a Variance-Based Nonconformity Measure for Regression Forestswith a k-nearest neighbor-based nonconformity measure, was shown to obtain state-of-the-art performance with respect to efficiency, i.e., average size of prediction regions. However, the use of the nearest-neighbor procedure not only requires that all training data have to be retained in conjunction
轨道
发表于 2025-3-28 08:58:02
Binary Relevance Multi-label Conformal Predictores are guaranteed to be valid under the assumption that the data used are identically and independently distributed (i.i.d.). In this work, we extend the CP framework for multi-label classification, where an instance can belong to multiple classes in parallel. Applications include image tagging, doc
Communicate
发表于 2025-3-28 13:48:54
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