| Estadística II / Statistics II (3rd GITI, year 2023-24) |
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News:
Operations Research & Analytics: enable organizations to
turn complex challenges into substantial opportunities by transforming data into information, and information into insights for making better decisions and improving
results. L. Escudero y M.A. López SEIO y la historia de la IO en
España Boletín de Estadística e Investigación Operativa 28 (1): 24-55, Feb 2012
F. Petropoulos et al. Operational
Research: Methods and Applications March 2023 The current table reflects in a realistic way the course development during the several sessions.
It allows the student to know in advance what is going to happen in each session in order to prepare the subject and to organize its work adequately.
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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, 24
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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
seaborn Statistical data visualization
statsmodels Statistical models, hypothesis tests, and data exploration
scikit-learn Machine Learning in Python
H2O The #1 open-source machine learning platform for the enterprise
KNIME Make sense of data, together. Analyze. Upskill. Scale. No coding required.
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 17, 24
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REGRESSION
Simple Linear Regression
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Jan 17, 24
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Parameter estimation. Significativity.
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Jan 18, 24
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Residual analysis |
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Jan 18, 24
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Multiple Linear Regression |
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Jan 30, 24
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Parameter estimation |
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Jan 30, 24
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Collinearity. Residual analysis. |
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Feb 1, 24
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Lab REGRESSION |
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Feb 1, 24
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Lab REGRESSION |
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Feb 6, 24
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TEST |
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Feb 8, 24
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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 8, 24
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Classification Trees |
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Feb 13, 24
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Classification Trees |
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Feb 15, 24
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Discriminant analysis |
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Feb 15, 24
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Discriminant analysis
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Feb 20, 24
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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 22, 24
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Lab CLASSIFICATION |
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Feb 22, 24
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Lab CLASSIFICATION |
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Feb 27,19
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Several factors without interaction
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Feb 29, 24
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Several factors with interaction |
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Feb 29, 24
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Spanish Electricity Market Study case with Matlab
Spanish Electricity Market Study case with Python
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Mar 6, 24
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MID-TERM EXAM |
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Mar 12, 24
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PRINCIPAL COMPONENT ANALYSIS
Estimation
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R. Espejo, G. Mestre, F. Postigo, S. Lumbreras, A. Ramos, T. Huang and E. Bompard Exploiting
graphlet decomposition to explain the structure of complex networks: the GHuST framework Scientific Reports
10, Jul 2020 10.1038/s41598-020-69795-1
J. Lunter Biometrics: Beyond facial recognition. What the next biometrics
advancements will look like. Analytics Aug 2021 10.1287/LYTX.2021.06.01
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Mar 14, 24
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Lab ANOVA |
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Mar 14, 24
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Lab ANOVA |
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Mar 19, 24
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Selection |
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Mar 21, 24
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Selection |
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Mar 21, 24
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Interpretation.
FACTOR ANALYSIS. Estimation. Rotation. Association of variables
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Apr 2, 24
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PCA Review |
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Apr 4, 24
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Lab PCA & FA |
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Apr 4, 24
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Lab PCA & FA
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Apr 9, 24
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TEST |
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Apr 11, 24
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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 11, 24
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Hierarchical Clustering |
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Apr 12, 24
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Dendrograms |
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S. Moreno-Carbonell , E.F. Sánchez-Úbeda and A. Muñoz Time Series Decomposition of the Daily Outdoor Air Temperature in Europe for Long-Term Energy Forecasting in the Context
of Climate Change Energies 2020, 13(7) 1569 10.3390/en13071569
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Apr 12, 24
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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 18, 24
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Spanish Electricity Market Study case with Python |
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Apr 23, 24
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Spanish Electricity Market Study case with Python |
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Apr 25, 24
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Lab CLUSTERING |
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Apr 25, 24
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Lab CLUSTERING |
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May 8, 24
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FINAL EXAM |
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Jun xxx, 24
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RETAKE EXAM |
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Instituto de Investigación Tecnológica 
