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Biostatistics (Oxford, England), ISSN 1468-4357, 09/2018, Volume 21, Issue 2, pp. 219 - 235
We consider high-dimensional regression over subgroups of observations. Our work is motivated by biomedical problems, where subsets of samples, representing... 
Statistics & Probability | Physical Sciences | Mathematics | Life Sciences & Biomedicine | Science & Technology | Mathematical & Computational Biology | Index Medicus
Journal Article
Nature communications, ISSN 2041-1723, 05/2014, Volume 5, Issue 1, pp. 3887 - 3887
... M. Broom1, Roeland G.W. Verhaak1, Han Liang1, Sach Mukherjee7,10, Yiling Lu2 & Gordon B. Mills2 Protein levels and function are poorly predicted by genomic... 
Science & Technology - Other Topics | Multidisciplinary Sciences | Science & Technology | Index Medicus
Journal Article
Nature methods, ISSN 1548-7105, 02/2016, Volume 13, Issue 4, pp. 310 - 318
Journal Article
Journal of machine learning research, ISSN 1532-4435, 04/2016, Volume 17
This paper considers inference of causal structure in a class of graphical models called conditional DAGs. These are directed acyclic graph (DAG) models with... 
Causal inference | Graphical models | Instrumental variables | Data integration | Directed acyclic graphs | Automation & Control Systems | Computer Science, Artificial Intelligence | Technology | Computer Science | Science & Technology
Journal Article
The annals of applied statistics, ISSN 1932-6157, 09/2012, Volume 6, Issue 3, pp. 1209 - 1235
Network inference approaches are now widely used in biological applications to probe regulatory relationships between molecular components such as genes or... 
Datasets | Statistical variance | Musical intervals | Approximation | Genes | Inference | Biochemistry | Bioinformatics | Linear models | Dynamical systems | Biological dynamics | Network inference | Variable selection | Statistics & Probability | Physical Sciences | Mathematics | Science & Technology | Statistics - Applications | biological dynamics | variable selection
Journal Article
Journal of machine learning research, ISSN 1532-4435, 01/2019, Volume 20, pp. 127 - 127
This paper frames causal structure estimation as a machine learning task. The idea is to treat indicators of causal relationships between variables as 'labels'... 
Automation & Control Systems | Computer Science, Artificial Intelligence | Technology | Computer Science | Science & Technology | manifold regularization | semi-supervised learning | causal graphs | interventional data | causal learning
Journal Article
The annals of applied statistics, ISSN 1932-6157, 12/2013, Volume 7, Issue 4, pp. 2157 - 2179
Journal Article
The annals of applied statistics, ISSN 1932-6157, 9/2014, Volume 8, Issue 3, pp. 1892 - 1919
Journal Article