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stat.ML2021
Causal Identification with Additive Noise Models: Quantifying the Effect of Noise
Benjamin Kap, Marharyta Aleksandrova, Thomas Engel
In recent years, a lot of research has been conducted within the area of causal inference and causal learning. Many methods have been developed to identify the cause-effect pairs i…
cs.LG2021
How Nonconformity Functions and Difficulty of Datasets Impact the Efficiency of Conformal Classifiers
Marharyta Aleksandrova, Oleg Chertov
The property of conformal predictors to guarantee the required accuracy rate makes this framework attractive in various practical applications. However, this property is achieved a…