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20162022
most citedWhy do tree-based models still outperform deep learning on tabular data?

159 citations

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stat.ML2018★ 1 cited

Detecting Nonlinear Causality in Multivariate Time Series with Sparse Additive Models

Yingxiang Yang, Adams Wei Yu, Zhaoran Wang +1

We propose a nonparametric method for detecting nonlinear causal relationship within a set of multidimensional discrete time series, by using sparse additive models (SpAMs). We sho…