Teaching GuideTerm Faculty of Economics and Business |
Máster Universitario en Economía |
Subjects |
Advanced Techniques for Data Analysis |
Contents |
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Identifying Data | 2021/22 | |||||||||||||
Subject | Advanced Techniques for Data Analysis | Code | 611532032 | |||||||||||
Study programme |
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Descriptors | Cycle | Period | Year | Type | Credits | |||||||||
Official Master's Degree | 2nd four-month period |
First | Optional | 3 | ||||||||||
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Topic | Sub-topic |
Lesson 1.- Searching for patterns in databases | Introduction to data mining Introduction to multivariate analysis Descriptive techniques and visualization of multivariate data |
Lesson 2.- Dimensionality reduction methods | Principal component analyis Factorial analysis |
Lesson 3.- Unsupervised and supervised classification | Clustering Discriminant analysis |
Lesson 4.- Statistical inference: advanced techniques | Introduction to nonparametric inference Smoothing techniques Nonparametric regression Semiparametric regression |
Practicum | Applications using R software to study cases and practical examples. |
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