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STAT 530: Special Topics in Biostatistics
1.00 - 4.00 Credits
University of Southern California
Lecture and discussion on a current topic in biostatistics. May be repeated for a maximum of 4 units applicable to degree program. Prerequisite: STAT 509* or STAT 521* (*may be taken concurrently).
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STAT 530 - Special Topics in Biostatistics
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STAT 534: Quantitative Data Presentation
3.00 Credits
University of Southern California
Quantitative data summaries and presentation. Uses selected software programs for graphing, summarizing, and presenting data.
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STAT 534 - Quantitative Data Presentation
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STAT 535: Introduction to Nonparametric Statistics
3.00 Credits
University of Southern California
Includes application and theory of nonparametric methods for analysis of nominal and ordinal data and distribution-free tests, including rank tests for matched and independent samples, chi-square and goodness-of-fit tests, McNemar's test, rank correlation, k-sample tests, randomizations tests, Komogorov-Smirnov statistics. Prerequisite: STAT 509 or STAT 521.
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STAT 535 - Introduction to Nonparametric Statistics
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STAT 538: Probability and Statistical Theory I
3.00 Credits
University of Southern California
Statistical regularity, probability spaces. Fundamental theorems in discrete probability. Bayes' Theorem. Random variables, densities, and distribution functions. Prerequisite: STAT 521.
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STAT 538 - Probability and Statistical Theory I
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STAT 539: Probability and Statistical Theory II
3.00 Credits
University of Southern California
Continuous distributions. Transformations of random variables. Central-limit theorem. Distributions of sample statistics. Statistical inference, estimation, hypothesis testing, chi-square tests. Correlation. Prerequisite: STAT 521, STAT 538.
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STAT 539 - Probability and Statistical Theory II
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STAT 545: Survival Analysis
3.00 Credits
University of Southern California
Statistical methods for analysis of survival data. Censoring mechanisms. Concepts of failure rates and different classes of life distributions under parametric and nonparametric settings. Statistical properties of competing survival-functions estimators. Kaplan-Meyer estimator, piecewise exponential estimator, and other equivalent estimators. Cox proportional hazard model and associated statistical inferences. Prerequisite: STAT 522.
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STAT 545 - Survival Analysis
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STAT 548: Analytical Applications of SAS
1.50 Credits
University of Southern California
Features of SAS computer package for analysis of statistical data. Includes decisions regarding choice of statistical procedures and interpretation of computer output to answer specific research questions. Prerequisite: STAT 509* or STAT 521* (*may be taken concurrently); or passing score on the computer-competency examination. Cross-listing: STAT 448.
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STAT 548 - Analytical Applications of SAS
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STAT 549: Analytical Applications of SPSS
2.00 Credits
University of Southern California
Features of SPSS computer package for analysis of statistical data. Includes decisions regarding choice of statistical procedures and interpretation of computer output to answer specific research questions. Prerequisite: STAT 509* or STAT 521* (*may be taken concurrently); or passing score on the computer-competency examination. Cross-listing: STAT 449.
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STAT 549 - Analytical Applications of SPSS
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STAT 554: Applied Bayesian Data Analysis
2.00 Credits
University of Southern California
Bayesian statistical analysis, with focus on applications. Compares Bayesian and frequentist methods. Bayesian model specification; choice of priors; and computational methods using appropriate software, such as WinBUGS--a free software-- as a tool for Bayesian data analysis. Prerequisite: STAT 539); or equivalent.
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STAT 554 - Applied Bayesian Data Analysis
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STAT 555: Time Series & More Longitudinal Data Analysis
2.00 Credits
University of Southern California
Analyses of time series models. Covers stationary and nonstationary models--including ARMA and ARIMA, autocovariance and auto-correlation functions. Statistical tests for white noise. Introduces forecasting, including: use of regression in forecasting; removal and estimation of trend and seasonality; exponential smoothing; stochastic time series models . Prerequisite: STAT 522; or equivalent.
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STAT 555 - Time Series & More Longitudinal Data Analysis
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