Web: http://arxiv.org/abs/2209.08040

Sept. 19, 2022, 1:12 a.m. | Rui Xin, Chudi Zhong, Zhi Chen, Takuya Takagi, Margo Seltzer, Cynthia Rudin

cs.LG updates on arXiv.org arxiv.org

In any given machine learning problem, there may be many models that could
explain the data almost equally well. However, most learning algorithms return
only one of these models, leaving practitioners with no practical way to
explore alternative models that might have desirable properties beyond what
could be expressed within a loss function. The Rashomon set is the set of these
all almost-optimal models. Rashomon sets can be extremely complicated,
particularly for highly nonlinear function classes that allow complex
interaction …

arxiv decision set trees

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