| Estadística II / Statistics II (3rd GITI, year 2017-18) |
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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 16, 18
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INTRODUCTION
Review of Statistics
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Learn MATLAB Basics
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
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Languages 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 16, 18
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REGRESSION
Simple Linear Regression
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Jan 17, 18
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Simple Linear Regression
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Jan 17, 18
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Parameter estimation. Significativity
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Jan 17, 18
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Multiple Linear Regression |
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Jan 30, 18
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Parameter estimation |
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Jan 30, 18
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Collinearity. Residual analysis. |
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Jan 31, 18
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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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Feb 6, 18
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Lab REGRESSION |
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Feb 6, 18
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Lab REGRESSION |
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Feb 7, 18
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Classification Trees
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Feb 12, 18
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Classification Trees |
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Feb 13, 18
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Discriminant analysis |
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Feb 13, 18
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Discriminant analysis |
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TEST |
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Feb 16, 18
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ANALYSIS OF VARIANCE
Single factor
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Feb 20, 18
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Lab CLASSIFICATION |
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Feb 20, 18
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Lab CLASSIFICATION |
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Feb 21, 18
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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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EXAM PREPARATION. Study case |
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Feb 28, 18
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MID-TERM EXAM |
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Mar 6, 18
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Several factors without interaction
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Mar 6, 18
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Several factors with interaction |
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Mar 7, 18
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PRINCIPAL COMPONENT ANALYSIS
Estimation
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Mar 13, 18
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Lab ANOVA |
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Mar 13, 18
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Lab ANOVA |
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Mar 14, 18
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Selection
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Mar 20, 18
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Selection |
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Mar 20, 18
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Interpretation.
FACTOR ANALYSIS. Estimation. Rotation. Association of variables
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Mar 21, 18
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Spanish
Electricity Market Study case wiht Matlab, Spanish Electricity Market Study case with Python |
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Apr 4, 18
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Spanish Electricity Market Study case |
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Apr 10, 18
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Lab PCA & FA |
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Apr 10, 18
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Lab PCA & FA
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Apr 11, 18
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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 16, 18
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Hierarchical Clustering
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Apr 16, 18
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Dendrograms |
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Apr 17, 18
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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 17, 18
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TEST |
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Apr 18, 18
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Spanish Electricity Market Study case |
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Apr 24, 18
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Lab CLUSTERING |
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Apr 24, 18
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Lab CLUSTERING |
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Apr 25, 18
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EXAM PREPARATION |
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May 9, 18
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FINAL EXAM |
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Jun xx, 18
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RETAKE EXAM |
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Instituto de Investigación Tecnológica 
