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cs.LG2023
Causal Discovery from Subsampled Time Series with Proxy Variables
Mingzhou Liu, Xinwei Sun, Lingjing Hu +1
Inferring causal structures from time series data is the central interest of many scientific inquiries. A major barrier to such inference is the problem of subsampling, i.e., the f…
cs.LG2015★ 5 cited
Stable Feature Selection from Brain sMRI
Bo Xin, Lingjing Hu, Yizhou Wang +1
Neuroimage analysis usually involves learning thousands or even millions of variables using only a limited number of samples. In this regard, sparse models, e.g. the lasso, are app…