DBMI Publications

Kummerfeld E, Ramsey J. Causal Clustering for 1-Factor Measurement Models. KDD : proceedings. International Conference on Knowledge Discovery & Data Mining. 2016;2016:1655-1664. PubMed PMID: 27766182; PubMed Central PMCID: PMC5066593.
Liu Y, Gopalakrishnan V. An Overview and Evaluation of Recent Machine Learning Imputation Methods Using Cardiac Imaging Data. Data 2017, 2(1), 8; doi: 10.3390/data2010008.
Liapis H, Gaut JP, Klein C, Bagnasco S, Kraus E, Farris AB, Honsova E, Perkowska-Ptasinska A, David D, Goldberg J, Smith M, Mengel M, Haas M, Seshan S, Pegas KL, Horwedel T, Paliwa Y,  Gao X,  Landsittel D, Randhawa P. Banff histopathological consensus criteria for pre-implantation kidney biopsies. Am J Transplant. 2017 Jan;17(1):140-150. doi: 10.1111/ajt.13929. Epub 2016 Jul 22. PMID: 27333454. 
Rathnam C, Lee S, Jiang X. An algorithm for direct causal learning of influences on patient outcomes. Artif Intell Med. 2017 Jan; 75: 1-15. doi: 10.1016/j.artmed.2016.10.003. Epub 2016 Nov 5. PMID: 28363452. PMC ID: PMC5415921. 
Friedman CP, Allee NJ, Delaney BC, Flynn AJ, Silverstein JC, Sullivan K, Young KA.  The science of Learning Health Systems: Foundations for a new journal. Learning Health Systems. 2017 January; 1(1):1. doi: 10.1002/lrh2.10020
Jabbari F, Ramsey J, Spirtes P, Cooper GF. Discovery of causal models that contain latent variables through Bayesian scoring of independence constraints. In: Proceeding of the European Conference on Machine Learning (2017).
Kummerfeld E, Cooper GF. A new method for estimating causal model learning accuracy. In: Workshop on Data Mining for Medical Informatics (DMMI) – Causal Inference for Health Data Analytics (2017).
Naeini Pakdaman M, Jabbari F, Cooper GF. An assessment of the calibration of causal relationships learned using RFCI and bootstrapping. In: AMIA Workshop on Data Mining for Medical Informatics (DMMI) – Causal Inference for Health Data Analytics (2017).
Hochheiser H, Castine M, Harris D, Savova G, Jacobson RS.  An information model for computable cancer phenotypes. BMC Medical Informatics and Decision Making. Sept. 2016: 1-15. doi=10.1186/s12911-016-0358-4.
Fisher A. Ding M, Hochheiser H, Douglas G. (2016) Measuring time utilization of pharmacists in the Birmingham Free Clinic dispensary. BMC Health Services Research 16(1-7) DOI: 10.1186/s12913-016-17.
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