Statistics and Machine Learning
Dr. Sach Mukherjee
Group Leader
Venusberg-Campus 1, Gebäude 99
(ehemals Sigmund-Freud-Str. 27)
53127 Bonn

sach.mukherjee@dzne.de
 +49 228 43302-853

Publications

The complete list of publications is found here.

Hill SM, Oates CJ, Blythe D, Mukherjee S. Causal Learning via Manifold Regularization. JMLR. 2019 Aug 01; 20 doi: 10.17863/CAM.44718
Steven M. Hill, Nicole K. Nesser, Katie Johnson-Camacho, Mara Jeffress, Aimee Johnson, Chris Boniface, Simon E.F. Spencer, Yiling Lu, Laura M. Heiser, Yancey Lawrence, Nupur T. Pande, James E. Korkola, Joe W. Gray, Gordon B. Mills, Sach Mukherjee, Paul T. Spellman. Context Specificity in Causal Signaling Networks Revealed by Phosphoprotein Profiling. Cell Systems. 2017 Jan 24; 4:73-83.e10. doi: 10.1016/j.cels.2016.11.013
Städler N and Mukherjee S. Two-sample testing in high dimensions. J. R. Stat. Soc. Series B. 2017 Jan 01; 79 doi: 10.1111/rssb.12173
Hill SM, Heiser LM, Cokelaer T, Unger M, Nesser NK, Carlin DE, Zhang Y, Sokolov A, Paull EO, Wong CK, Graim K, Bivol A, Wang H, Zhu F, Afsari B, Danilova LV, Favorov AV, Lee WS, Taylor D, Hu CW, Long BL, Noren DP, Bisberg AJ; HPN-DREAM Consortium, Mills GB, Gray JW, Kellen M, Norman T, Friend S, Qutub AA, Fertig EJ, Guan Y, Song M, Stuart JM, Spellman PT, Koeppl H, Stolovitzky G, Saez-Rodriguez J, Mukherjee S. Inferring causal molecular networks: Empirical assessment through a community-based effort. Nature Methods. 2016 Mar 29; 13:310-322. doi: 10.1038/nmeth.3773
Robert J. B. Goudie, Sach Mukherjee. A Gibbs sampler for learning DAGs. Journal of Machine Learning Research. 2016 Mar 31; 17
Oates CJ, Dondelinger F, Bayani N, Korkola J, Gray JW and Mukherjee S. Causal network inference using biochemical kinetics. Bioinformatics. 2014 Sep 01; 30:i468-74. doi: 10.1093/bioinformatics/btu452

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