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STAT 424: Analysis of Variance
3.00 - 4.00 Credits
University of Illinois at Urbana-Champaign
Estimation and hypotheses testing in linear models; one-, two-, and higher-way layouts; incomplete layouts; analysis of covariance; and random effects models and mixed models. Same as MATH 465. 3 undergraduate hours. 4 graduate hours. Prerequisite: Credit or concurrent registration in MATH 415 and STAT 410.
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STAT 424 - Analysis of Variance
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STAT 425: Applied Regression and Design
3.00 - 4.00 Credits
University of Illinois at Urbana-Champaign
Explores linear regression, least squares estimates, F-tests, analysis of residuals, regression diagnostics, transformations, model building, factorial designs, randomized complete block designs, Latin squares, split plot designs. Computer work is an integral part of the course. 3 undergraduate hours. 4 graduate hours. Prerequisite: STAT 410.
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STAT 425 - Applied Regression and Design
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STAT 426: Sampling and Categorical Data
3.00 - 4.00 Credits
University of Illinois at Urbana-Champaign
Sampling: simple random, stratified, systematic, cluster, and multi-stage sampling. Categorical data: multiway contingency tables, maximum likelihood estimation, goodness-of-fit tests, model selection, logistic regression. Computer work is an integral part of the course. 3 undergraduate hours. 4 graduate hours. Prerequisite: STAT 410.
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STAT 427: Statistical Consulting
3.00 - 4.00 Credits
University of Illinois at Urbana-Champaign
Students, working in groups under the supervision of the instructor, consult with faculty and graduate students through the Statistical Consulting Service; readings from literature on consulting. 3 undergraduate hours. 4 graduate hours. Prerequisite: STAT 425 or consent of instructor.
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STAT 427 - Statistical Consulting
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STAT 428: Statistical Computing
3.00 - 4.00 Credits
University of Illinois at Urbana-Champaign
Examines statistical packages, numerical analysis for linear and nonlinear models, graphics, and random number generation and Monte Carlo methods. Same as MATH 493. 3 undergraduate hours. 4 graduate hours. prerequisite: STAT 410 or equivalent; knowledge of a programming language.
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STAT 428 - Statistical Computing
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STAT 429: Time Series Analysis
3.00 - 4.00 Credits
University of Illinois at Urbana-Champaign
Studies theory and data analysis for time series; examines auto-regressive moving average model building and statistical techniques; and discusses spectral model building and statistical analysis using windowed periodograms and Fast Fourier Transformations. Same as MATH 494. 3 undergraduate hours. 4 graduate hours. Prerequisite: STAT 410.
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STAT 429 - Time Series Analysis
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STAT 430: Topics in Applied Statistics
3.00 - 4.00 Credits
University of Illinois at Urbana-Champaign
Formulation and analysis of mathematical models for random phenomena; extensive involvement with the analysis of real data; and instruction in statistical and computing techniques as needed. Same as MATH 468. 3 undergraduate hours. 4 graduate hours. May be repeated with approval. prerequisite: STAT 410 or STAT 420; or consent of instructor.
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STAT 430 - Topics in Applied Statistics
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STAT 440: Statistical Data Management
3.00 - 4.00 Credits
University of Illinois at Urbana-Champaign
The critical elements of data storage, data cleaning, and data extractions that ultimately lead to data analysis are presented. Includes basic theory and methods of databases, auditing and querying databases, as well as data management and data preparation using standard large-scale statistical software. Students will gain competency in the skills required in storing, cleaning, and managing data, all of which are required prior to data analysis. 3 undergraduate hours. 4 graduate hours. Prerequisite: STAT 400 or STAT 409.
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STAT 440 - Statistical Data Management
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STAT 448: Advanced Data Analysis
4.00 Credits
University of Illinois at Urbana-Champaign
Several of the most widely used techniques of data analysis are discussed with an emphasis on statistical computing. Topics include linear regression, analysis of variance, generalized linear models, and analysis of categorical data. In addition, an introduction to data mining is provided considering classification, model building, decision trees, and cluster analysis. Prerequisite: STAT 400 or STAT 409, and credit for or concurrent registration in STAT 410.
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STAT 448 - Advanced Data Analysis
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STAT 451: Probability Theory
3.00 - 4.00 Credits
University of Illinois at Urbana-Champaign
Same as MATH 461. See MATH 461.
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STAT 451 - Probability Theory
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