Xia Jiang, PhD

Stolovitzky, G., Hill, S., Heiser, L, Lu, X, Jiang, X, et al.  (2016) Inferring causal molecular networks: empirical assessment through a community-based effort.  Nature Methods. 13, 310–318 PMID: 26901648 PMCID: PMC4854847

 

Jiang X, Neapolitan RE. LEAP: biomarker inference through learning and evaluating association patterns. Genetic Epidemiology; 2015; 39(3):173–184. PMID: 25677188  PMCID: PMC4366363

Neapolitan RE, Jiang X. Study of integrated heterogeneous data reveals prognostic power of gene expression for breast cancer survival. PLoS ONE 2015; 10 (2): DOI: 10.1371/journal.pone.0117658.  PMID: 25723490  PMCID: PMC4344205

Jiang X, Jao J, Neapolitan RE. Learning predictive interactions using information gain and Bayesian network scoring. PLoS ONE 2015; 10(12): e0143247. doi:10.1371/journal.pone.0143247. PMCID: PMC4666609

Jiang X, Visweswaran S, Neapolitan RE. Scoring and Searching Bayesian Network Models of Gene-Phenotype Association. In: Sinoquet C, Mourad R, editors. Probabilistic Graphical Models for Genetics, Genomics and Postgenomics. Oxford University Press, 2014

Chapter 11

Jiang X, Visweswaran S, Neapolitan RE. Mining Epistatic Interactions from High-Dimensional Data Sets Using Bayesian Networks. In: Holmes D, Jain L, editors. Foundations and Intelligent Paradigms-3. Berlin, Heidelberg: Springer-Verlag, 2011.

Neapolitan RE, Jiang X. A Note of Caution on Maximizing Entropy. Entropy. 2014; 16 (7):4004-14. doi: 10.3390/e16074004.

Neapolitan RE, Xue D, Jiang X. Modeling the Altered Expression Levels of Genes on Signaling Pathways in Tumors as Causal Bayesian Networks. Cancer Informatics. 2014; 13:77-84. PMCID: PMC4051800. doi: 10.4137/CIN.S13578.

Cai B, Jiang X. Novel Artificial Neural Network Method for Biomedical Prediction based on Matrix Pseudo-Inversion. Journal of Biomedical Informatics. 2014 Apr; 48:114-21. doi: 10.1016/j.jbi.2013.12.009.

Jiang X, Cai B, Xue D, Lu X, Cooper GF, Neapolitan RE. A comparative analysis of methods for predicting clinical outcomes using high-dimensional genomic datasets. Journal of the American Medical Informatics Association (2014). Oct;21(e2):e312-9. doi: 10.1136/amiajnl-2013-002358. Epub 2014 Apr 15.  PMID: 24737607 PMC4173174

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