Hierarchical Partition

We provide several choices of the hierarchical partition that separates the parameter space into multiple pieces.

Partition	Description
BinaryPartition	Equal-size binary partition of the parameter space, the split dimension is chosen uniform randomly
RandomBinaryPartition	Random-size binary partition of the parameter space, the split dimension is chosen uniform randomly
DimensionBinaryPartition	Equal-size partition of the space with a binary split on each dimension, the number of children of one node is 2^d
KaryPartition	Equal-size K-ary partition of the parameter space, the split dimension is chosen uniform randomly
RandomKaryPartition	Random-size K-ary partition of the parameter space, the split dimension is chosen uniform randomly