• STAT 5210: Advanced Regression

  3.00 Credits

  University of Wyoming

  
  Advanced methodologies, with particular focus on concepts and methods related to regression. Topics include generalized linear models, nonlinear regression, elementary linear model theory, and Data Science topics such as resampling inference, ridge regression and the lass, and k-fold cross-validation. Prerequisites: MATH/STAT 4265/5265 and STAT 4015/5015. STAT 4025/5025 and STAT 4045/5045 are recommended.
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• STAT 5220: Advanced Design

  3.00 Credits

  University of Wyoming

  
  Advanced study of experimental designs, observational designs, and mixed models. Topics include fixed and random effects, factorial, split-plot and repeated measures designs, and hierarchical models. Linear model methodology and Data Science concepts will also be emphasized. Prerequisites: MATH/STAT 4265/5265, and at least one of STAT 4015/5015, STAT 4025/5025, or STAT 5210.
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• STAT 5230: Statistic Methods III

  4.00 Credits

  University of Wyoming

  
  Continuation of topics in Statistical Methods from 5220; aimed at preparing students for advanced topics courses in Statistics. Prerequisites: STAT 5220 and 5520.
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• STAT 5240: Data Mining

  3.00 Credits

  University of Wyoming

  
  An introduction to statistical learning and data mining using techniques that have proven useful in recognizing patterns and making predictions. These techniques include both parametric and nonparametric models. Tools for computing and evaluating these techniques will also be studied. Dual listed with STAT 4240. Prerequisite: STAT 5015.
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• STAT 5255: Math Theory of Probability

  3.00 Credits

  University of Wyoming

  
  Calculus-based. Introduces mathematical properties of random variables. Includes discrete and continuous probability distributions, independence and conditional probability distributions, independence and conditional probability, mathematical expectation, multivariate distributions and properties of normal probability law. Dual listed with STAT 4255; cross listed with MATH 5255. Prerequisite: grade of C or better in MATH 2210 or 2355.
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• STAT 5265: Intro Theory of Statistics

  3.00 Credits

  University of Wyoming

  
  Presents derivations of theoretical and sampling distributions. Introduces theory of estimation and hypothesis testing. Dual listed with STAT 4265; cross listed with MATH 5265. Prerequisites: STAT 4255/5255.
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• STAT 5270: Applied Bayesian Statistics

  3.00 Credits

  University of Wyoming

  
  This course introduces Bayesian data analysis in an applied context. We will learn about Bayesian statistics primarily in a regression model context, taken broadly. A conceptual understanding of popular Markov Chain Monte Carlo algorithms will be provided. Dual listed with STAT 4270. Prerequisite: STAT 3050. STAT 4015/5015 recommended.
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• STAT 5280: Models Hierarchical Data

  3.00 Credits

  University of Wyoming

  
  Provides an introduction to the modeling and analysis of correlated/hierarchical data from exponential family member distributions (i.e. presence/absence, count data, Gaussian data). Emphasis is on applications. Aimed to build off of a first course in regression analysis. Dual listed with STAT 4280. Prerequisite: STAT 5015.
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• STAT 5300: Applied Multivariate Analysis

  3.00 Credits

  University of Wyoming

  
  The application of multivariate statistical methods in behavioral science research. Topics include: multivariate regression, canonical correlation, discriminate analysis, factor analysis and multivariate regression, canonical correlation, discriminate analysis, factor analysis and multidimensional scaling. A wide range of computer assistance is incorporated. Dual listed with STAT 4300. Prerequisite: STAT 5050, 5060, 5070, 5080.
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• STAT 5350: Survey Construction & Analysis

  3.00 Credits

  University of Wyoming

  
  Examines the issues surrounding the construction (item wording, test theory, and numerical scales), assessment (sampling and psychometrics), and analysis (tem analysis, qualitative data analysis, and factor analysis) of survey instruments. Roughly a third of the course is devoted to each of these areas. Dual listed with STAT 4350. Prerequisite: STAT 3050.
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