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STAT 448: Basic Elements of Statistical Theory
3.00 Credits
Saint Cloud State University
Theory of estimation and hypothesis testing; maximum likelihood, method of moments, likelihood ratio tests; elementary mathematical functions illustrate theory.
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STAT 448 - Basic Elements of Statistical Theory
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STAT 488: Practicum: Undergraduate
1.00 - 16.00 Credits
Saint Cloud State University
Observational learning experience. May include supervised work in a single setting.
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STAT 488 - Practicum: Undergraduate
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STAT 495: Topics Course
1.00 - 4.00 Credits
Saint Cloud State University
Experimental, temporary or trial course for groups of students all engaged in the same topic. Topic varies from semester to semester or section to section. A specific content offering may be offered under a topics course number up to three times, after which departments must file for a permanent course number.
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STAT 495 - Topics Course
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STAT 499: Independent Study
1.00 - 16.00 Credits
Saint Cloud State University
Credit for independent work by a single student arranged and supervised by a faculty member.
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STAT 499 - Independent Study
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STAT 501: Credit by Arrangement, Masters Level
1.00 - 3.00 Credits
Saint Cloud State University
Credit by Arrangement.
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STAT 501 - Credit by Arrangement, Masters Level
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STAT 515: Data Mining
3.00 Credits
Saint Cloud State University
Data mining principles and applications. Predictive modeling techniques for large data sets include classification and regression trees, logistic regression, neural networks, random forests and boosted trees. Handle missing values and outliers. Compare models and deploy best model to predict new data. Hands-on use of data mining software.
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STAT 515 - Data Mining
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STAT 517: Applied Probability and Simulation
3.00 Credits
Saint Cloud State University
Probability distributions and random variables, simulation of random variates, probability modeling, applications to Markov chains, queueing models, reliability and survival; use of software.
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STAT 517 - Applied Probability and Simulation
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STAT 521: Applied Regression Methods
3.00 Credits
Saint Cloud State University
Advanced regression methods focused on complex real-world data. Model checking and diagnostics, model building, transformations, polynomial regression, logistic regression, general linear models, nonparametric regression methods.
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STAT 521 - Applied Regression Methods
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STAT 524: Statistical Designs for Process Improvement
3.00 Credits
Saint Cloud State University
A study of statistically designed experiments which have proven useful in product development and process improvement; topics include randomization, blocking, factorial treatment structures, fractional factorial designs, screening designs, Taguchi methods, response surface methods; use of statistical software.
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STAT 524 - Statistical Designs for Process Improvement
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STAT 527: Applied Time Series
3.00 Credits
Saint Cloud State University
A study of the most useful techniques of analysis and forecasting using time series data. Topics include an introduction to forecasting, time series regression, decomposition methods, smoothing, smoothing techniques, basic techniques of Box-Jenkins methodology; use of statistical software.
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STAT 527 - Applied Time Series
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