🧠 New paper by Bruijns et al.: Infinite hidden #Markov models can dissect the complexities of learning

They introduce a dynamic infinite #HMM that treats #learning as a sequence of discrete, reusable behavioral states rather than a smooth learning curve. Applied to >100 mice, it reveals robust learning stages despite massive individual variability and shows that early biases do not predict later skill.

🌍 https://doi.org/10.1038/s41593-025-02130-x

#Neuroscience #CompNeuro #Behavior #BayesianModels #MarkovModel

I fed 24 years of my blog posts to a Markov model

https://susam.net/fed-24-years-of-posts-to-markov-model.html

#HackerNews #MarkovModel #BlogPosts #AI #Writing #Experiment

`His initial intended uses were for linguistic analysis and other mathematical subjects like card shuffling, but both Markov chains and matrices rapidly found use in other fields.`

https://en.wikipedia.org/wiki/Stochastic_matrix#History

#AndreyMarkov #Markov #MarkovChain #MarkovModel #statistics #stochastic #stochasticProcess #randomWalk #statisticalPhysics #physics #inference #distribution #equilibrium #transitionRate #transitionMatrix #MarkovMatrix #stochasticMatrix #linearAlgebra #differentialEquation #equation