Biostatistician, 2010-2012, “Increasing Substance Abuse Screening, Brief Intervention, Referral or Treatment (SBIRT) in Acute Care Hospitals”, Robert Wood Johnson Foundation, 300,000, PI: Robin, Newhouse
Statistician, 2011-2013, “Nursing Home Outcomes: Contextual Factors and Regulatory Oversight of Care Providers”, National Council of State Boards of Nursing, $ 247,588, PI: Alison Trinkoff
Statistician, 2009-2010 “Linking Nursing Work Environments and Patient Outcomes”. National Council of State Boards of Nursing, PI: Alison Trinkoff
Statistician, 2009-2010 “Factors Associated with Retention of Army, Navy and Air Force Nurses,” , $693,000, PI, George Zangaro
Statistician: 2009, “INQRI: Rural Hospital Quality Collaborative on Evidence Based Practice”. Robert Wood Johnson Foundation. PI: Robin, Newhouse
Co-I: 2003-2008 “Computational Approaches to Disease Causes and Treatment” NIH, $1,177,500, PI: Aidong Zhang
Co-I: 2002-2007 “Periodontal Disease and recurrent CHD Events in MI patients”, NIH, $3,014,206, PI: Maurizio Trevisan
PI: 2005-2006 “Computational and Statistical Issues of SNPs/Haplotypes Data Analysis Related to Complex Diseases”, NIH (BCBC) $20,000
PI: 2004-2005 “Bayesian Meta-Analysis of Heterogeneous Genomic Data through Hybrid Systems”, NIH (BCBC), $30,000
Recent Publications:
Flynn, L., Liang, Y., Dickson, G., Xie, M., Boyer, C., Suh.D., (2012) “Nurses’ Practice Environments, Error Interception Practices, and Inpatient Medication Errors”. Journal of Nursing Scholoship (In press)
Liang, Y., Kelemen, A., (2011) “Sequential Support Vector Regression with Entropy for SNP selection and Disease Classification”. Journal of Statistical Analysis and Data Mining. 4(3):301-312. DOI: 10.1002/sam.10110.
Newhouse, R.P, Dennision, C., Liang, Y., (2011) “Psychometric Testing of the Smoking Cessation Counseling (SCC) Scale” Journal of Nursing Scholoship. 43(4):405-11.
Trinkoff, A., Johantgen, M., Storr, C., Gurses, A., Liang, Y., Han, K., (2011) “Nurses Work Schedule Characteristics, Staffing and Patient Mortality” Nursing Research. 60(1):1-8.
Trinkoff, A., Johantgen, M., Storr, C., Gurses, A., Liang, Y., Han, K., (2011) “Are Nursing Job Demands and Work Schedule Associated With Hospital Quality Indicators?” Journal of Nursing Regulation. 2(1):10-16.
Flynn, L., Liang, Y., Dickson, G., Aiken, L., (2010), “Effects of the Nursing Practice Environment on Quality Outcomes in Nursing Homes” Journal of American Geriatric Society. 58(12), 2401-2406.
Newhouse, R.P, Dennision, C., Liang, Y., Morlock, L., Frick, K., Pronovost, P. (2010) “Evidence-based Smoking Cessation Counseling by Registered Nurses: Description and Predictors in Rural Hospitals”. The American Nurse Today.
Trinkoff, A., Johantgen, M., Storr, C., Han, K., Liang,Y., Gurses, A. Hopkinson, S. (2010) “Nurses in Magnet hospitals report few differences in working conditions, practice environment and patient safety compared to nurses in non-Magnet hospitals”, Journal of Nursing Administration. 40(7/8):309-315.
Tayo, B., Liang, Y., Kelemen, A., Miller, A., Trevisan, M., Cooper,R., (2009) “Use of supplementary phenotype to identify additional rheumatoid arthritis loci in a linkage analysis of 342 UK affected sibling pair families”, BMC Medical Genetics,10(142). doi:10.1186/1471-2350-10-142
Kelemen, A., Vasilakos, A., Liang, Y., (2009). “Computational Intelligence in Bioinformatics: SNP/haplotype data in Genetic Association Study for Common Diseases” IEEE Transactions on Information Technology in Biomedicine 13(5):841-7.
Liang, Y., Kelemen, A., (2009) “Time Lagged Recurrent Neural Network for Temporal Gene Expression Classification”. International Journal of Computational Intelligence in Bioinformatics and Systems Biology 1(1):91-102.
Liang, Y., Kelemen, A., (2009) “Bayesian Finite Markov Mixture Models for Temporal Multi-Tissue Polygenic Patterns”, Biometrical Journal 51(1):56-69
Liang, Y., (2009). “Book Review: Introduction to Machine Learning and Bioinformatics. Chapman & Hall/CRC”, Biometrics 65(3), 331.
Tayo, B. O., DiCioccio, R. A., Liang, Y., Trevisan, M., Cooper, R.S., et al. (2009) Complex Segregation Analysis of Pedigrees from the Gilda Radner Familial Ovarian Cancer Registry Reveals Evidence for Mendelian Dominant Inheritance. PLoS ONE 4(6): e5939.
Liang, Y., Kelemen, A., (2008) “Statistical Advances and Challenges for Analyzing Correlated High Dimensional SNP Data in Genomic Study for Complex Diseases”. Statistics Surveys, Vol 2, 43-60.
Liang, Y., Kelemen, A., (2008) “Bayesian Models and Meta Analysis for Multiple Tissue Polygenic Gene Expression Data Following Corticosteriod Administration” BMC Bioinformatics, 9:354.
Kelemen, A., Abraham, A., Liang, Y. (2008) “Computational Intelligence in Medical Informatics” in the Series in Studies in Computational Intelligence, Springer-Verlag, Germany, Approx. 390 p., ISBN: 978-3-540-75766-5.
Liang, Y., Kelemen, A., Tayo, B. O., (2007) “Model Based or Algorithms Based? Gene Expression Based Statistical Methods to Find Evidence of Diabetes”. Journal of Statistical Methods for Medical Research, 16(2): 139-153.
Liang, Y., Kelemen, A., (2007) “Bayesian State Space Models for Inferring and Predicting Temporal Gene Expression Profiles”. Biometrical Journal 49 (6): 801-814.
Liang, Y., Kelemen, A., (2006) “Associating Phenotypes with Molecular Events: a Review of Statistical Advances and Challenges Underpinning Microarray Analyses”. Journal of Functional and Integrative Genomics, Vol. 6, 1-13.
Willsky, G.R., Chi, L., Liang, Y., Gaile, D. P., Crans,D.C., (2006) “Diabetes Altered Gene Expression in Rat Skeletal Muscle Corrected by Oral Administration of Vanadyl Sulfate”. Journal of Physiological Genomics, 26(3): 192 – 201.
Liang, Y., Tayo, B., Cai, X., Kelemen, A., (2005) “Differential and Trajectory Methods for Time Course Gene Expression Data”. Journal of Bioinformatics, Vol. 20(13), 3009-3016.
Liang, Y., Kelemen, A., (2005) “Temporal Gene Expression Classification with Regularised Neural Network”. International Journal of Bioinformatics Research and Applications, Vol. 1(4), 399-413.
Tayo, B. O., Liang, Y., Stranges, S., Trevisan, M., (2005) “Genome Wide Linkage Analysis of Age Onset of Alcohol Dependency: A Comparison Between Single Nucleotide Polymorphisms and Microsatellites”. BMC Genetics, 6 (Suppl 1):S12.
Liang, Y., Kelemen, A., (2004) "Hierarchical Bayesian Neural Network for Gene Expression Temporal Patterns", Journal of Statistical Applications in Genetics and Molecular Biology: Vol. 3: No. 1, Article 20. http://www.bepress.com/sagmb/vol3/iss1.
Tayo, B., Liang, Y., Zhu, X., Luke, A., Wu, X., Adeyemo, A., Cooper, R.S., (2004) “Segregation Analysis of Resting Metabolic Rate in a Nigerian Population”. Genetic Epidemiology, Vol. 27(298), 258-316.
Primary Teaching Areas:
NURS 816: Multivariate Statistics (Fall 2008, Fall 2009)
NURS 816: Multivariable modeling approaches for health science researches (Fall 2010, Fall 2011)
NURS 817: Longitudinal Design for health sciences (Spring 2009, Spring 2010)
NURS 818: Special Topics in Nursing Research; Special Research Practicum I & II
Academic & Professional Activities:
Review Committee Emerging Technologies and Training in Neurosciences, NIH; Review Panel for the NIH challenge grants; Review Panel NIH, NIA and NIEHS Special Emphasis Panel & Study Section; Review Committee NSF's IIS 07-577, NSF III-Sm-LB Health/Med Review Panel; Review Committee NSF III-Sm-LB Health/Med Review Panel
Member of American Statistical Association; International Biometric Society; International Bayesian Society; Joint Statistical Computing and Statistical Graphics; American Society of Human Genetics
Referee: Statistics in Medicine; Biometrics; Statistical Application in Genetics and Computational Biology; Statistical Inference and Planning; Bioinformatics; BMC Genetics; BMC Bioinformatics; Proteomics; Integrative and Functional Genomics; Computational Statistics and Data Analysis; IEEE Transactions on Neural Networks; Journal of Nursing Research