| Estadística II / Statistics II (3rd GITI, year 2018-19) |
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Date
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Theory
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Readings
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Exercises / Problems
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Practice
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Jan 10, 19
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INTRODUCTION
Review of Statistics
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Learn MATLAB Basics, Step By Step Script Execution
Statistical Software Survey. OR/MS Today
¿Sabes lo que pasa cuando das a 'sí, acepto' en una app? La master class de
Chema Alonso
Taking your print. Spectrum IEEE. Aug 2014
Comprar en la era de Big Data. El País. 13-sep-2014
Th.H. Davenport and D.J. Patil Data Scientist: The Sexiest Job of the 21st
Century Harvard Business Review Oct 2012
M. Asay Why Data Scientists Get Paid So Much ReadWrite July 2014
D. Peña Big Data and Statistics: Trend or Change? Boletín de Estadística e Investigación Operativa 30 (3): 313-324, Nov 2014
C. Maté Big data. Un nuevo paradigma de análisis de datos
Anales de Mecánica y Electricidad XCI(VI): 10-16 Dic 2014
Segway Analytics
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Languages and software for Data Analytics
- Matlab
- Python
- R
- scikit-learn Machine Learning in Python
- H2O The #1 open-source machine learning platform for the enterprise
- TensorFlow An open source machine learning library for research and production
- Pytorch An open source machine learning framework that accelerates the path from research prototyping to production deployment
- MLLib is Apache Spark's scalable machine learning library
- Prophet is open source forecasting software released by Facebook's Core Data Science team.
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Jan 14, 19
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REGRESSION
Simple Linear Regression
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Jan 14, 19
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Parameter estimation. Significativity.
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Jan 17, 19
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Residual analysis
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Jan 18, 19
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Multiple Linear Regression |
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Jan 18, 19
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Parameter estimation |
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Jan 28, 19
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Collinearity. Residual analysis. |
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Jan 28, 19
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CLASSIFICATION
Model complexity
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J. Peco, E.F. Sánchez-Úbeda, and T. Gómez Enhancing Optimal Transmission or Subtransmission
Planning by using Decision Trees IEEE Budapest Power Tech, Budapest, Hungary, August 1999
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Jan 31, 19
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Classification Trees |
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Feb 4, 19
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Lab REGRESSION |
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Feb 4, 19
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Lab REGRESSION |
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Feb 7, 19
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Classification Trees |
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Feb 11, 19
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Discriminant analysis |
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Feb 11, 19
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Discriminant analysis |
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Feb 14, 19
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TEST |
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Feb 15, 19
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ANALYSIS OF VARIANCE
Single factor
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E.F. Sánchez Úbeda, A. Muñoz, J. Villar Minería y visualización de datos del mercado eléctrico español
Inteligencia Artificial, No. 29 (2006), pp. 79-88. |
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Feb 18, 19
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Lab CLASSIFICATION |
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Feb 18, 19
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Lab CLASSIFICATION |
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Feb 21, 19
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EXAM PREPARATION. Study case |
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Feb 25, 19
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MID-TERM EXAM |
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Mar 4,19
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Several factors without interaction
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Mar 4, 19
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Several factors with interaction |
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Mar 7, 19
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PRINCIPAL COMPONENT ANALYSIS
Estimation
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Mar 11, 19
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Lab ANOVA |
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Mar 11, 19
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Lab ANOVA |
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Mar 14, 19
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Selection
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Mar 18, 19
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Selection |
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Mar 18, 19
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Interpretation.
FACTOR ANALYSIS. Estimation. Rotation. Association of variables
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Mar 22, 19
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Spanish
Electricity Market Study case wiht Matlab, Spanish Electricity Market Study case with Python |
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Mar 25, 19
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Lab PCA & FA |
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Mar 25, 19
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Lab PCA & FA
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Mar 28, 19
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Spanish Electricity Market Study case |
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Apr 1, 19
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CLUSTERING
Distance measures
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H. Fry The mathematics of love April 2014
L. Li, S. Das, R.J. Hansman, R. Palacios, A.N. Srivastava Analysis of flight data using clustering techniques for
detecting abnormal operations Journal of Aerospace Information Systems. 12 (9), 587-598, Sept 2015.
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ClustEval. Integrative Clustering Evaluation Framework |
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Apr 1, 19
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Hierarchical Clustering
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Apr 4, 19
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TEST |
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Apr 8, 19
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Dendrograms |
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Apr 8, 19
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K-means |
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Q. Ploussard, L. Olmos and A. Ramos An
operational state aggregation technique for transmission expansion planning based on line benefits IEEE Transactions on Power Systems 32 (4): 2744-2755 Oct 2017
10.1109/TPWRS.2016.2614368 |
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Data Analytics for Transmission Expansion Planning |
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Apr 11, 19
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Spanish Electricity Market Study case |
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Apr 25, 19
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EXAM PREPARATION |
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Apr 29, 19
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Lab CLUSTERING |
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Apr 29, 19
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Lab CLUSTERING |
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May 9, 19
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FINAL EXAM |
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Jun 13, 19
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RETAKE EXAM |
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Instituto de Investigación Tecnológica 
