85 citations · 178 across the 22 of their papers we have counts for
3 papers · 1 filter
Evaluating Network Inference Methods in Terms of Their Ability to Preserve the Topology and Complexity of Genetic Networks
Narsis A. Kiani, Hector Zenil, Jakub Olczak +1
Network inference is a rapidly advancing field, with new methods being proposed on a regular basis. Understanding the advantages and limitations of different network inference meth…
Quantifying Loss of Information in Network-based Dimensionality Reduction Techniques
Hector Zenil, Narsis A. Kiani, Jesper Tegnér
To cope with the complexity of large networks, a number of dimensionality reduction techniques for graphs have been developed. However, the extent to which information is lost or p…
Numerical Investigation of Graph Spectra and Information Interpretability of Eigenvalues
Hector Zenil, Narsis A. Kiani, Jesper Tegnér
We undertake an extensive numerical investigation of the graph spectra of thousands regular graphs, a set of random Erdös-Rényi graphs, the two most popular types of complex networ…