Vitor Sequeira

Improving Ferns Ensembles by Sparsifying and Quantising Posterior Probabilities

Ferns ensembles offer an accurate and efficient multiclass non-linear classification, commonly at the expense of consuming a large amount of memory. We introduce a two-fold contribution that produces large reductions in their memory consumption. First, an efficient L0 regularised cost optimisation f…