52 citations · 90 across the 4 of their papers we have counts for
4 papers
Interactive Causal Structure Discovery in Earth System Sciences
Laila Melkas, Rafael Savvides, Suyog Chandramouli +4
Causal structure discovery (CSD) models are making inroads into several domains, including Earth system sciences. Their widespread adaptation is however hampered by the fact that t…
Tell Me Something I Don't Know: Randomization Strategies for Iterative Data Mining
Sami Hanhijärvi, Markus Ojala, Niko Vuokko +3
There is a wide variety of data mining methods available, and it is generally useful in exploratory data analysis to use many different methods for the same dataset. This, however,…
Interpreting Classifiers through Attribute Interactions in Datasets
Andreas Henelius, Kai Puolamäki, Antti Ukkonen
In this work we present the novel ASTRID method for investigating which attribute interactions classifiers exploit when making predictions. Attribute interactions in classification…
Multiple Hypothesis Testing in Pattern Discovery
Sami Hanhijärvi, Kai Puolamäki, Gemma C. Garriga
The problem of multiple hypothesis testing arises when there are more than one hypothesis to be tested simultaneously for statistical significance. This is a very common situation…