| Métodos Cuantitativos para la Decisión / Quantitative Decision Methods (1st MII, 1st MIT, 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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Sep 6, 18
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Extract of the MII/MIT syllabus.
Hand out of this web page for slides.
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A New View of Analytics and Operations Research
Learn About O.R.
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Sep 6, 18
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DISCRETE EVENT SIMULATION MODELING
Components and Processes. Modeling by Simulation
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Simulation Software Survey. OR/MS Today
Winter Simulation Conference 2021
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J. Banks and R.R. Gibson The ABCs of Simulation Practice Analytics Magazine
16-21 Spring 2009 |
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Sep 7, 18
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Simulation languages
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Sep 7, 18
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Arena
Arena Industry Solutions
Rockwell Arena simulation 3D - manufacture
Rockwell Arena simulation 3D - Bike manufacturer
Arena Simulation of Cobequid Blood Clinic
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Sep 13, 18
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Arena
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Sep 13, 18
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Lab SIM. Preview |
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Sep 14, 18
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Lab SIM. Computer lab |
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Sep 14, 18
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Problem set
Simulation Questions Class
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Sep 20, 18
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Case study development |
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Sep 20, 18
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Case study development |
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Sep 21, 18
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SIMULATION OUTPUT ANALYSIS
Finite-Horizon Analysis
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Sep 21, 18
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Infinite-Horizon Analysis.
Comparison of System Designs
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Lab OUT. Preview |
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Sep 27, 18
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Lab OUT. Computer lab |
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Sep 27, 18
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Lab OUT. Computer lab |
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Sep 28, 18
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QUEUEING THEORY
Poisson processes
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C. Moler The world's largest matrix
computation Matlab News & Notes Oct 2002 |
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Sep 28, 18
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Queueing models |
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Oct 4, 18
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Problem set Local administration, Two processors, Download platforms, Printer, Fair, Bank consultations, Boat engines, Classroom computers |
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Oct 4, 18
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Problem set Local administration, Two processors, Download platforms, Printer, Fair, Bank consultations, Boat engines, Classroom computers |
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Oct 5, 18
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Problem set Local administration, Two processors, Download platforms, Printer, Fair, Bank consultations, Boat engines, Classroom computers |
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Case study report.
Hand in of simulation case study. |
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Oct 5, 18
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REVIEW OF STATISTICS
MULTIVARIATE DATA ANALYSIS
Introduction to Multivariate Data Analysis
Analysis of Variance
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Learn MATLAB Basics
Statistical Software Survey. OR/MS Today
J. Rodríguez Reconocimiento facial: cuando tu cara es tu nuevo DNI El País
Dic 2017
¿Qué demonios es el 'Deep Learning' y
por qué debería aprenderlo en este artículo? Alberto Palomo El Confidencial. Sep 2017
¿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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Oct 8, 18
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Analysis of Variance |
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Oct 8, 18
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Principal Component Analysis |
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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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Oct 11, 18
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Principal Component Analysis |
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Oct 11, 18
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Problem set |
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Oct 16, 18
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MID-TERM EXAM 2018
MID-TERM
EXAM 2017
MID-TERM EXAM 2016
MID-TERM EXAM
2015
MID-TERM EXAM 2014
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Oct 25, 18
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CLUSTERING AND CLASSIFICATION
Hierarchical Clustering. k-means.
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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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Oct 25, 18
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Classification Trees |
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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.
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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Oct 26, 18
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El Arte de Presentar
A very funny example
Kate Hartman: el arte de la indumentaria de comunicación
Presentation of simulation case study.
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Oct 26, 18
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Presentation of simulation case study. |
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Oct 30, 18
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Classification Trees |
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Oct 30, 18
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Problem set |
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Nov 2, 18
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Lab MUL and CLUS. Preview |
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Nov 2, 18
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REGRESSION
Linear Regression
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Nov 7, 18
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Additive Models |
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Nov 7, 18
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Neural Networks |
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S. DeLand and A Filion Data-Driven
Insights with MATLAB Analytics: An Energy Load Forecasting Case Study MathWorks News & Notes Oct 2015
F. Lopez-Iturriaga and I. Pastor Bankruptcy visualization and prediction using neural networks: A study of U.S. commercial banks Expert Systems with Applications 42 (6), 2857-2869 April 2015
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Problem set
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Nov 8, 18
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Lab MUL and CLUS. Computer lab |
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Nov 8, 18
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Lab MUL and CLUS. Computer lab |
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Nov 15, 18
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Case study development |
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Nov 15, 18
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Case study development |
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Nov 16, 18
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Multilayer Perceptron |
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Nov 16, 18
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Lab REG. Preview |
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Nov 22, 18
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Lab REG. Computer lab |
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Nov 22, 18
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Lab REG. Computer lab |
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Nov 23, 18
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TIME SERIES FORECASTING |
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Forecasting Software Survey. OR/MS Today
S.J. Taylor and B. Letham Forecasting at Scale The American Statistician, 72 (1), Feb 2018
L. Hernandez et al. A Survey on Electric Power Demand Forecasting: Future Trends in Smart Grids, Microgrids and Smart
Buildings IEEE Communications Surveys & Tutorials, 16 (3), 2014 |
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Prophet is open source software released by Facebook's Core Data Science team. |
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Nov 23, 18
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Exponential Smoothing
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Nov 29, 18
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Decomposition Methods |
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Nov 29, 18
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ARIMA. Example |
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Nov 30, 18
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Presentation of data analysis case study. |
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Nov 30, 18
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Presentation of data analysis case study. |
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Dec 19, 18
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FINAL EXAM 2017
FINAL EXAM 2016
FINAL EXAM 2015
FINAL EXAM 2014
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Jun 14, 19
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EXAM |
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Instituto de Investigación Tecnológica 
