75 citations · 93 across the 8 of their papers we have counts for
9 papers
Simplicity bias, algorithmic probability, and the random logistic map
Boumediene Hamzi, Kamaludin Dingle
Simplicity bias is an intriguing phenomenon prevalent in various input-output maps, characterized by a preference for simpler, more regular, or symmetric outputs. Notably, these ma…
Multiclass classification utilising an estimated algorithmic probability prior
Kamaludin Dingle, Pau Batlle, Houman Owhadi
Methods of pattern recognition and machine learning are applied extensively in science, technology, and society. Hence, any advances in related theory may translate into large-scal…
Optima and Simplicity in Nature
Kamaludin Dingle
Why are simple, regular, and symmetric shapes common in nature? Many natural shapes arise as solutions to energy minimisation or other optimisation problems, but is there a general…
Low complexity, low probability patterns and consequences for algorithmic probability applications
Mohamed Alaskandarani, Kamaludin Dingle
Developing new ways to estimate probabilities can be valuable for science, statistics, and engineering. By considering the information content of different output patterns, recent…
A Note on A Priori Forecasting and Simplicity Bias in Time Series
Kamaludin Dingle, Rafiq Kamal, Boumediene Hamzi
To what extent can we forecast a time series without fitting to historical data? Can universal patterns of probability help in this task? Deep relations between pattern Kolmogorov…
Generic predictions of output probability based on complexities of inputs and outputs
Kamaludin Dingle, Guillermo Valle Pérez, Ard A. Louis
For a broad class of input-output maps, arguments based on the coding theorem from algorithmic information theory (AIT) predict that simple (low Kolmogorov complexity) outputs are…
The structure of the genotype-phenotype map strongly constrains the evolution of non-coding RNA
Kamaludin Dingle, Steffen Schaper, Ard A. Louis
The prevalence of neutral mutations implies that biological systems typically have many more genotypes than phenotypes. But can the way that genotypes are distributed over phenotyp…
Correlation of Automorphism Group Size and Topological Properties with Program-size Complexity Evaluations of Graphs and Complex Networks
Hector Zenil, Fernando Soler-Toscano, Kamaludin Dingle +1
We show that numerical approximations of Kolmogorov complexity (K) applied to graph adjacency matrices capture some group-theoretic and topological properties of graphs and empiric…
Knudsen's law and random billiards in irrational triangles
Joan-Andreu Lazaro-Cami, Kamaludin Dingle, Jeroen Lamb
We prove Knudsen's law for a gas of particles bouncing freely in a two dimensional pipeline with serrated walls consisting of irrational triangles. Dynamics are randomly perturbed…