45 citations · 134 across the 21 of their papers we have counts for
3 papers · 1 filter
An Earth Mover's Distance Based Graph Distance Metric For Financial Statements
Sander Noels, Benjamin Vandermarliere, Ken Bastiaensen +1
Quantifying the similarity between a group of companies has proven to be useful for several purposes, including company benchmarking, fraud detection, and searching for investment…
The Curse Revisited: When are Distances Informative for the Ground Truth in Noisy High-Dimensional Data?
Robin Vandaele, Bo Kang, Tijl De Bie +1
Distances between data points are widely used in machine learning applications. Yet, when corrupted by noise, these distances -- and thus the models based upon them -- may lose the…
Automating Data Science: Prospects and Challenges
Tijl De Bie, Luc De Raedt, José Hernández-Orallo +3
Given the complexity of typical data science projects and the associated demand for human expertise, automation has the potential to transform the data science process. Key insight…