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optRF: Optimising random forest stability by determining the optimal number of trees

open access: yesBMC Bioinformatics
Machine learning is frequently used to make decisions based on big data. Among these techniques, random forest is particularly prominent. Although random forest is known to have many advantages, one aspect that is often overseen is that it is a non ...
Thomas M. Lange   +3 more
doaj   +1 more source

Random friend trees

open access: yes
We study a random recursive tree model featuring complete redirection called the random friend tree and introduced by Saramäki and Kaski. Vertices are attached in a sequential manner one by one by selecting an existing target vertex and connecting to one of its neighbours (or friends), chosen uniformly at random.
Berry, Louigi Addario   +5 more
openaire   +2 more sources

Pruning tree forest and re-sampling for class imbalanced problem. [PDF]

open access: yesSci Rep
Faiz N   +5 more
europepmc   +1 more source

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