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20162025
most citedOverly Optimistic Prediction Results on Imbalanced Data: a Case Study of Flaws and Benefits when Applying Over-sampling

87 citations · 156 across the 13 of their papers we have counts for

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6 papers · 1 filter

cs.LG2022★ 1 cited

Perfectly predicting ICU length of stay: too good to be true

Sandeep Ramachandra, Gilles Vandewiele, David Vander Mijnsbrugge +2

A paper of Alsinglawi et al was recently accepted and published in Scientific Reports. In this paper, the authors aim to predict length of stay (LOS), discretized into either long…

cs.LG2022★ 4 cited

Powershap: A Power-full Shapley Feature Selection Method

Jarne Verhaeghe, Jeroen Van Der Donckt, Femke Ongenae +1

Feature selection is a crucial step in developing robust and powerful machine learning models. Feature selection techniques can be divided into two categories: filter and wrapper m…

cs.LG2022★ 4 cited

pyRDF2Vec: A Python Implementation and Extension of RDF2Vec

Gilles Vandewiele, Bram Steenwinckel, Terencio Agozzino +1

This paper introduces pyRDF2Vec, a Python software package that reimplements the well-known RDF2Vec algorithm along with several of its extensions. By making the algorithm availabl…

cs.LG2022★ 5 cited

R-GCN: The R Could Stand for Random

Vic Degraeve, Gilles Vandewiele, Femke Ongenae +1

The inception of the Relational Graph Convolutional Network (R-GCN) marked a milestone in the Semantic Web domain as a widely cited method that generalises end-to-end hierarchical…

cs.LG2020★ 3 cited

Walk Extraction Strategies for Node Embeddings with RDF2Vec in Knowledge Graphs

Gilles Vandewiele, Bram Steenwinckel, Pieter Bonte +5

As KGs are symbolic constructs, specialized techniques have to be applied in order to make them compatible with data mining techniques. RDF2Vec is an unsupervised technique that ca…

cs.LG2016★ 6 cited

Positive blood culture detection in time series data using a BiLSTM network

Leen De Baets, Joeri Ruyssinck, Thomas Peiffer +4

The presence of bacteria or fungi in the bloodstream of patients is abnormal and can lead to life-threatening conditions. A computational model based on a bidirectional long short-…