1. Tutorial on using Conformal Predictive Systems in KNIME
- Author
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Löfström, Tuwe, Bondaletov, Alexander, Ryasik, Artem, Boström, Henrik, Johansson, Ulf, Löfström, Tuwe, Bondaletov, Alexander, Ryasik, Artem, Boström, Henrik, and Johansson, Ulf
- Abstract
KNIME is an end-to-end software platform for data science with an open-source analytics platform for creating solutions and a commercial server solution for productionization. Conformal classification and regression have previously been implemented in KNIME. We extend the conformal prediction package with added support for conformal predictive systems, taking inspiration from the interface of the Crepes package in Python. The paper demonstrates some typical use cases for conformal predictive systems. Furthermore, the paper also illustrates how to create Mondrian conformal predictors using the KNIME implementation. All examples are publicly available, and the package is1 available through KNIME's official software repositories.
- Published
- 2023