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STA 616: Design And Analysis of Sample Surveys
3.00 Credits
University of Kentucky
Sampling from finite populations; estimation of sample size; stratification; ratio and regression estimators; systematic sampling; cluster sampling; multistage sampling (selection of sampling units with probability proportional to size); double sampling; response errors. Prereq: STA 531 or consent of instructor.
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STA 616 - Design And Analysis of Sample Surveys
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STA 621: Nonparametric Inference
3.00 Credits
University of Kentucky
Estimation and testing when the functional form of the population distribution is unknown; rank and sign tests; tests based on permutations of observations; power of nonparametric tests; optimum nonparametric tests and estimators. Prereq: STA 601.
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STA 621 - Nonparametric Inference
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STA 624: Applied Stochastic Processes
3.00 Credits
University of Kentucky
Definition and classification of stochastic processes, renewal theory and applications, Markov chains, continuous time Markov chains, queueing theory, epidemic processes, Gaussian processes. Prereq: STA 524 or consent of instructor. (Same as OR 624.)
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STA 624 - Applied Stochastic Processes
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STA 626: Time Series Analysis
3.00 Credits
University of Kentucky
Time series and stochastic processes, auto-correlation functions and spectral properties of stationary processes; linear models for stationary processes, moving average, auto-regressive and mixed autoregressive-moving average processes; linear nonstationary models, minimum mean square error forecasts and their properties; model identification, estimation and diagnostic checking. Prereq: STA 422G or equivalent. (Same as ECO 626.)
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STA 626 - Time Series Analysis
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STA 630: Bayesian Inference
3.00 Credits
University of Kentucky
Likelihood principles, sufficiency, natural conjugate and hierarchical priors, empirical Baysian analysis for estimation and testing. Prereq: STA 601.
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STA 630 - Bayesian Inference
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STA 635: Survivability And Life Testing
3.00 Credits
University of Kentucky
Life Table Analysis. Estimation of survival rates with censored data. Competing Risk Theory. Parameter estimation for commonly encountered reliability distribution with complete censored and truncated data. Maximum likelihood and order statistics techniques. Survivability growth models, comparison of survival distribution, and sample size determination in clinical trials. Extreme value theory. Prereq: STA 525 or STA 601.
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STA 635 - Survivability And Life Testing
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STA 643: Advanced Experimental Design
3.00 Credits
University of Kentucky
Advanced topics in analyses of incomplete block designs; confounding and change-over designs; data collected at several places and times; principles of design construction. Prereq: STA 603.
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STA 643 - Advanced Experimental Design
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STA 644: Advanced Linear And Nonlinear Models
3.00 Credits
University of Kentucky
Review of the general linear model. Regression methodology using Ridge, Bayes, and Stein estimaters. The use of PRESS, Cp, and R2 statistics as selection criteria. Modern computational methods. Nonlinear models and their methodology. Robust Regression. Prereq: STA 603.
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STA 644 - Advanced Linear And Nonlinear Models
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STA 653: Clinical Trials
3.00 Credits
University of Kentucky
Design and analysis of Phase I-III clinical trials, interim monitoring of trials, sample size, power, crossover trials, bioequivalency, mixed models, and meta analysis. Prereq: STA 643.
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STA 653 - Clinical Trials
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STA 661: Multivariate Analysis I
3.00 Credits
University of Kentucky
Characterization and properties of the multivariate normal distribution, random samples from this distribution; multivariate analysis of variance, related distribution theory; factor analysis. Prereq: STA 603.
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STA 661 - Multivariate Analysis I
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