5 papers
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…
Synthesizing New Retinal Symptom Images by Multiple Generative Models
Yi-Chieh Liu, Hao-Hsiang Yang, Chao-Han Huck Yang +5
Age-Related Macular Degeneration (AMD) is an asymptomatic retinal disease which may result in loss of vision. There is limited access to high-quality relevant retinal images and po…
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…
On the Theory and Algorithm for rigorous discretization in applications of Information Theory
Venkateshan Kannan, Jesper Tegnèr
We identify fundamental issues with discretization when estimating information-theoretic quantities in the analysis of data. These difficulties are theoretical in nature and arise…
Identifying the Relevant Nodes Without Learning the Model
Jose M. Pena, Roland Nilsson, Johan Björkegren +1
We propose a method to identify all the nodes that are relevant to compute all the conditional probability distributions for a given set of nodes. Our method is simple, effcient, c…