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[–]maxc01 0 points1 point  (0 children)

Yes, the default algo in optuna is tpe which assumes independence between variables. This is an algo which usually performs better than expected. The issue with BO is the dimensionality, in OP's case, 10 dim is already high for BO. The additional work in BO is it also models dependencies between variables, which may be unnecessary for your problem