Search for tag: "educational assessment and evaluation"
DSPA Chapter 20 Prediction and Internal Statistical Cross-validationChapter 20 uses Google Flu Trends, Autism, and Parkinson’s disease case-studies to illustrate (1) alternative forecasting types using linear and non-linear predictions, (2) exhaustive and…
From Tina Chang
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DSPA Chapter 17 (Regularized Linear Modeling and Controlled Variable Selection)DSPA Chapter 17 (Regularized Linear Modeling and Controlled Variable Selection) Classical techniques for choosing important covariates to include in a model of complex multivariate data relied on…
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DSPA Chapter 13 Model EvaluationDSPA Chapter 13 Model Evaluation In this chapter, we will discuss (1) various evaluation strategies for prediction, clustering, classification, regression, and decision trees, (2) visualization…
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DSPA Chapter 6: k-Nearest Neighbors ClassificationDSPA Chapter 6: k-Nearest Neighbors Classification In the next several chapters we will concentrate of various progressively advanced machine learning, classificaiton and clustering techniques.…
From Tina Chang
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DSPA Chapter 7 Naive Bayes ClassificationDSPA Chapter 7 Naive Bayes Classification Please review the introduction to Chapter 6, where we described the types of machine learning methods and presented lazy classification for numerical…
From Tina Chang
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