85 citations · 742 across the 80 of their papers we have counts for
3 papers · 1 filter
Algorithmic Probability-guided Supervised Machine Learning on Non-differentiable Spaces
Santiago Hernández-Orozco, Hector Zenil, Jürgen Riedel +3
We show how complexity theory can be introduced in machine learning to help bring together apparently disparate areas of current research. We show that this new approach requires l…
Estimations of Integrated Information Based on Algorithmic Complexity and Dynamic Querying
Alberto Hernández-Espinosa, Héctor Zenil, Narsis A. Kiani +1
The concept of information has emerged as a language in its own right, bridging several disciplines that analyze natural phenomena and man-made systems. Integrated information has…
Compression is Comprehension, and the Unreasonable Effectiveness of Digital Computation in the Natural World
Hector Zenil
Chaitin's work, in its depth and breadth, encompasses many areas of scientific and philosophical interest. It helped establish the accepted mathematical concept of randomness, whic…