Number of categories: Datasets with high cardinality might face performance issues with one-hot encoding. Model requirements: Some algorithms handle certain types of encoded data better than others.

In the current study, we developed a population encoding model for a large number of neurons recorded during presentation of a large, fixed set of natural sounds. Leveraging signals from the ...