7 citations · 21 across the 6 of their papers we have counts for
6 papers
Feature Synergy, Redundancy, and Independence in Global Model Explanations using SHAP Vector Decomposition
Jan Ittner, Lukasz Bolikowski, Konstantin Hemker +1
We offer a new formalism for global explanations of pairwise feature dependencies and interactions in supervised models. Building upon SHAP values and SHAP interaction values, our…
Tagging Scientific Publications using Wikipedia and Natural Language Processing Tools. Comparison on the ArXiv Dataset
Michał Łopuszyński, Łukasz Bolikowski
In this work, we compare two simple methods of tagging scientific publications with labels reflecting their content. As a first source of labels Wikipedia is employed, second label…
Large scale citation matching using Apache Hadoop
Mateusz Fedoryszak, Dominika Tkaczyk, Łukasz Bolikowski
During the process of citation matching links from bibliography entries to referenced publications are created. Such links are indicators of topical similarity between linked texts…
Taming the zoo - about algorithms implementation in the ecosystem of Apache Hadoop
Piotr Jan Dendek, Artur Czeczko, Mateusz Fedoryszak +3
Content Analysis System (CoAnSys) is a research framework for mining scientific publications using Apache Hadoop. This article describes the algorithms currently implemented in CoA…
How to perform research in Hadoop environment not losing mental equilibrium - case study
Piotr Jan Dendek, Artur Czeczko, Mateusz Fedoryszak +3
Conducting a research in an efficient, repetitive, evaluable, but also convenient (in terms of development) way has always been a challenge. To satisfy those requirements in a long…
Scale-free topology of the interlanguage links in Wikipedia
Łukasz Bolikowski
The interlanguage links in Wikipedia connect pages on the same subject written in different languages. In theory, each connected component should be a clique and cover one topic. H…