Statistically-sound Knowledge Discovery from Data: Challenges and Directions

M Riondato - 2023 IEEE 5th International Conference on …, 2023 - ieeexplore.ieee.org
We describe Statistically-sound Knowledge Discovery from Data (StatKDD), a
groundbreaking change of paradigm that shifts the focus of the KDD pipeline from the …

Alice  and the Caterpillar: A more descriptive null model for assessing data mining results

G Preti, G de Francisci Morales, M Riondato - Knowledge and Information …, 2024 - Springer
We introduce novel null models for assessing the results obtained from observed binary
transactional and sequence datasets, using statistical hypothesis testing. Our null models …