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Métodos Cuantitativos para la Decisión / Quantitative Decision Methods (1st MII, 1st MIT, year 2018-19)

News:


Analytics is defined as the scientific process of transforming data into insight for making better decisions. Analytics Magazine

, The Executive Guide to Operational Research, Operational Research and EURO

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

Life itself is a matter of OR

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.



Date
 
Theory
 
Readings
 
Exercises / Problems
 
Practice


Sep 6, 18

 

Extract of the MII/MIT syllabus.
Hand out of this web page for slides.

 

A New View of Analytics and Operations Research

Learn About O.R.

     

Sep 6, 18
  DISCRETE EVENT SIMULATION MODELING

Components and Processes. Modeling by Simulation

 

Simulation Software Survey. OR/MS Today

Winter Simulation Conference 2021

    J. Banks and R.R. Gibson The ABCs of Simulation Practice Analytics Magazine 16-21 Spring 2009

Sep 7, 18
  Simulation languages
         

Sep 7, 18
           

Arena

Arena Industry Solutions

Rockwell Arena simulation 3D - manufacture
Rockwell Arena simulation 3D - Bike manufacturer
Arena Simulation of Cobequid Blood Clinic



Sep 13, 18
              Arena

Sep 13, 18
              Lab SIM. Preview

Sep 14, 18
        Lab SIM. Computer lab

Sep 14, 18
       

Problem set

Simulation Questions Class

   


Sep 20, 18
          Case study development

Sep 20, 18
          Case study development

Sep 21, 18
  SIMULATION OUTPUT ANALYSIS

Finite-Horizon Analysis

       

Sep 21, 18
 

Infinite-Horizon Analysis.
Comparison of System Designs

          Lab OUT. Preview


Sep 27, 18
          Lab OUT. Computer lab

Sep 27, 18
            Lab OUT. Computer lab

Sep 28, 18
 

QUEUEING THEORY

Poisson processes

  C. Moler The world's largest matrix computation Matlab News & Notes Oct 2002      

Sep 28, 18
  Queueing models          


Oct 4, 18
        Problem set Local administration, Two processors, Download platforms, Printer, Fair, Bank consultations, Boat engines, Classroom computers  

Oct 4, 18
        Problem set Local administration, Two processors, Download platforms, Printer, Fair, Bank consultations, Boat engines, Classroom computers  

Oct 5, 18
      Problem set Local administration, Two processors, Download platforms, Printer, Fair, Bank consultations, Boat engines, Classroom computers   Case study report.
Hand in of simulation case study.

Oct 5, 18
 

REVIEW OF STATISTICS

MULTIVARIATE DATA ANALYSIS

Introduction to Multivariate Data Analysis

Analysis of Variance

 

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

   


Oct 8, 18
  Analysis of Variance        

Oct 8, 18
  Principal Component Analysis   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      

Oct 11, 18
  Principal Component Analysis          

Oct 11, 18
      Problem set  


Oct 16, 18
        MID-TERM EXAM 2018
MID-TERM EXAM 2017
MID-TERM EXAM 2016
MID-TERM EXAM 2015
MID-TERM EXAM 2014
   


Oct 25, 18
 

CLUSTERING AND CLASSIFICATION

Hierarchical Clustering. k-means.

 

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

    ClustEval. Integrative Clustering Evaluation Framework

Oct 25, 18
  Classification Trees  

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

     

Oct 26, 18
           

El Arte de Presentar

A very funny example
Kate Hartman: el arte de la indumentaria de comunicación

Presentation of simulation case study.


Oct 26, 18
              Presentation of simulation case study.


Oct 30, 18
  Classification Trees        

Oct 30, 18
      Problem set    

Nov 2, 18
          Lab MUL and CLUS. Preview

Nov 2, 18
 

REGRESSION

Linear Regression

       


Nov 7, 18
  Additive Models          

Nov 7, 18
  Neural Networks  

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

  Problem set
   

Nov 8, 18
            Lab MUL and CLUS. Computer lab

Nov 8, 18
            Lab MUL and CLUS. Computer lab


Nov 15, 18
          Case study development

Nov 15, 18
          Case study development

Nov 16, 18
  Multilayer Perceptron        

Nov 16, 18
            Lab REG. Preview


Nov 22, 18
            Lab REG. Computer lab

Nov 22, 18
            Lab REG. Computer lab

Nov 23, 18
  TIME SERIES FORECASTING  

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

    Prophet is open source software released by Facebook's Core Data Science team.

Nov 23, 18
  Exponential Smoothing        


Nov 29, 18
  Decomposition Methods        

Nov 29, 18
  ARIMA. Example        

Nov 30, 18
              Presentation of data analysis case study.

Nov 30, 18
              Presentation of data analysis case study.


Dec 19, 18
          FINAL EXAM 2017
FINAL EXAM 2016
FINAL EXAM 2015
FINAL EXAM 2014
   


Jun 14, 19
          EXAM