Patrick Miller
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[email protected] Patrick Miller Education University of Notre Dame Ph.D. Quantitative Psychology (2017) Advisor: Dr. Gitta Lubke NSF Graduate Research Fellowship 2013-2016 Presidential Fellowship, University of Notre Dame 2012 - 2017 Dean's Fellowship, University of Notre Dame 2012 - 2017 University of Notre Dame M.S. Applied Computational & Mathematical Statistics 2015 Advisor: Dr. Fang Liu University of Kansas B.S. Cognitive Psychology with distinction, Honors in Psychology 2012 Minor: Social and Behavioral Sciences Methodology Honors Thesis: \Developing simsem: Simplifying Monte Carlo Simulation with Missing Data" Advisor: Dr. Todd Little Publications Miller P.J., Lubke G.H, McArtor D.B., Bergeman C.S. (Submitted) Finding structure in data using multivariate tree boosting. Psychological Methods. Lubke, G. H., Miller, P. J., Verhulst, B., Bartels, M., Van Beijsterveldt, T., Willemsen, G., , & Middeldorp, C. M. (2015). A powerful phenotype for gene-finding studies derived from trajectory analyses of symptoms of anxiety and depression between age 7 and 18 American Journal of Medical Genetics: Neuropsychiatric Genetics Part B. Lubke, G. H., & Miller, P. J. (2014). Does nature have joints worth carving? A discussion of taxometrics, model-based clustering and latent variable mixture modeling. Psychological medicine, 1-11. Schoemann, A. M., Miller, P. J., Pornprasertmanit, S., & Wu, W. (2014). Using Monte Carlo simulations to determine power and sample size in planned missing data designs. International Journal of Behavioral Development, 38, 471-479. Software Miller, P.J. (2016). Multivariate tree boosting. [R package]. https://github.com/patr1ckm/ mvtboost Pornprasertmanit, S., Miller, P.J., Schoemann, A.M., simsem: Simulated structural equation mod- eling. [R package] http://simsem.org Presentations Miller, P.J. (2015, September) Association of aggression with metabolites in adults. Presentation, ACTION: Beyond the Genetics of Aggression, Amsterdam, the Netherlands. Miller, P.J., Lubke, G.H., Verhulst, B., Bartels, M., van Beijsterveldt T., Willemnsen, G., Bommsma, D.I., Middeldorp C.M (2015, June) A powerful depression phenotype: Trajectories of anxiety and depression between age 7 and age 18 and the role of genetic factors. Presentation, Behavior Genetics Association, San Diego, USA. Miller, P.J, McArtor D., Lubke, G.H. (2015, February) Multivariate approaches for understanding the genetics of psychiatric disorders. Poster, Psychology Department Research Overview, University of Notre Dame. Miller, P.J. (2014, October) A flexible method for selecting predictors that influence multiple outcome variables. Talk, Quantitative Studies Group, University of Notre Dame Miller, P.J. (2014, March) Internalizing Problem Trajectories and Transitions. Talk, Quantitative Studies Group, University of Notre Dame. Middeldorp, C.M., Miller, P.J., Nivard, M.G., Munafo, M. R., Evans, D. M., Beate S. P., Davies, G., Scheet, P., Hottenga, J., Boomsma, D.I., Lubke, G.H. (2013, October) The use of longitudinal data of childhood and adolescent internalizing problems in genetic studies. Poster, World Congress of Psychiatric Genetics, Boston, USA. Miller, P.J. (2013, October) Investigating Heterogeneity in Trajectories of Internalizing Problems in Children and Adolescents. Talk, Quantitative Studies Group, University of Notre Dame. Miller, P.J. (2013, August) Evaluation of a Multivariate Boosting Algorithm for Genome-Wide As- sociation Studies. Talk, Department of Psychology First Year Project Presentations, University of Notre Dame. Miller, P.J., McArtor, D. (2013-2015 July) Finding genes associated with complex diseases and traits with high performance computing. Talk, Pre-College Program in Research Computing, University of Notre Dame Miller, P.J. (2013, May) Boosting with Multivariate Outcomes. Talk, Quantitative Studies Group, University of Notre Dame Miller, P.J. (2012, November) A Statistical Learning Method for Multivariate Psychological Out- comes. Talk, Quantitative Studies Group, University of Notre Dame Miller, P. J., Pornprasertmanit, S., Schoemann A.M., Little, T.D. (2012) Developing simsem: Sim- plifying Monte Carlo Simulation with Missing Data. Talk, Undergraduate Research Symposium, University of Kansas Miller, P.J., Pornprasertmanit, S., Schoemann A.M., Little, T.D. (2012) Developing simsem: Simpli- fying Monte Carlo Simulation with Missing Data. Poster, Symposium for Undergraduate Psychology Research, University of Kansas Little, T. D., Schoemann, A. M., Pornprasertmanit, S., Miller, P. (October, 2012). simsem: SIM- ulated Structural Equation Modeling in R. Paper presented at the Tenth Annual Society of Multi- variate Experimental Psychology, Vancouver, Canada. Schoemann, A. M., Pornprasertmanit, S., Miller, P. (July, 2012). simsem: SIMulated Structural Equation Modeling in R. Presentation at the International Meeting of the Psychometric Society, Lincoln, NE. Miller, P., Gill, A. (2011) An R Interface for Reconfigurable Computing. Talk, Heartland McNair Research Symposium Teaching Teaching Assistant, Experimental Psychology 1: Statistics. University of Notre Dame Spring, 2015 Teaching Assistant, Advanced Statistics. University of Notre Dame. Fall, 2015 Service Faculty Meeting Representative. 2015 Additional Visiting Student, VU University Amsterdam 2015 Research Department of Biological Psychology Experience Advisors: Gitta Lubke, Dorret Boomsma, Meike Bartels Intern, Center for Research Methods and Data Analysis 2009 - 2012 simsem: An R Package for Statistical Simulations with Structural Equation Models Advisors: Dr. Alex Schoemann, Dr. Sunthud Pornprasertmanit, Dr. Todd Little Programs for Data Cleaning and Handling for Driving Simulator Advisors: Dr. Mark Chan, Dr. John Geldhoff, Dr. Paul Atchley McNair Summer Research Internship Summer 2011 An R Interface for Matrix Multiplication Implemented on FPGA Advisor: Dr. Andy Gill Research Assistant, Department of Quantitative Psychology 2009-2010 Longitudinal Study of Mood - Principal Investigator: Ihno Lee Honors and Graduate Student Research Award 2015 Awards University of Notre Dame Excellence in Graduate Student Teaching Award 2015 University of Notre Dame Department of Psychology Graduate School Professional Development Award 2015 University of Notre Dame Outstanding Research by an Undergraduate 2012 University of Kansas Department of Psychology Best Use of Quantitative Methods 2012 University of Kansas Symposium for Undergraduate Psychology Research Ronald E. McNair Challenger Award 2012 McNair Scholars Summer Research Internship 2011 McNair Scholar, University of Kansas 2010.