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Métodos Cuantitativos para la Decisión / Quantitative Decision Methods (1st MII, 1st MIT, year 2015-16)

News:


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

, Learn About O.R., 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 2, 15

 

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

  A New View of Analytics and Operations Research      

Sep 3, 15
  DISCRETE EVENT SIMULATION MODELING

Components and Processes. Modeling by Simulation

 

Th. Geijtenbeek, M. van der Panne, F. van der Stappen, F. van der Helm Optimizing Muscle Routing and Control for Diverse Morphologies

Simulation Software Survey. OR/MS Today

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


Sep 8, 15
  Simulation languages
         

Sep 8, 15
            Arena

Sep 9, 15
             

Arena

Rockwell Arena simulation 3D - manufacture

Rockwell Arena simulation 3D - Bike manufacturer

Arena Simulation of Cobequid Blood Clinic


Sep 10, 15
 

MODELING RANDOMNESS IN SIMULATION

Distribution Fitting
          Assignment of simulation practices with Arena.


Sep 15, 15
  Distribution Fitting      

Sep 15, 15
  Random Number Generation      

Sep 16, 15
              Lab SIM. Preview

Sep 17, 15
        Lab SIM. Computer lab


Sep 22, 15
       

Problem set

Simulation Questions Class

   

Sep 22, 15
  Variable Sampling      

Sep 23, 15
      Problem set Muelle circular, El apetito, Combinación de funciones, Impresoras, Reparación I, Fondos de inversión, Trabajos a imprimir, Demanda mínima  

Sep 24, 15
      Problem set Muelle circular, El apetito, Combinación de funciones, Impresoras, Reparación I, Fondos de inversión, Trabajos a imprimir, Demanda mínima  


Sep 29, 15
  SIMULATION OUTPUT ANALYSIS

Finite-Horizon Analysis

       

Sep 29, 15
 

Infinite-Horizon Analysis.
Comparison of System Designs

         

Sep 30, 15
          Lab OUT. Preview

Oct 1, 15
            Lab OUT. Computer lab


Oct 6, 15
 

QUEUEING THEORY

Poisson processes

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

Oct 6, 15
  Queueing models          

Oct 7, 15
        Problem set Administración local, Dos procesadores, Descarga plataformas, Impresora, Feria, Consultas bancarias, Motores de barco, Aula de ordenadores  

Oct 8, 15
      Problem set Administración local, Dos procesadores, Descarga plataformas, Impresora, Feria, Consultas bancarias, Motores de barco, Aula de ordenadores   Lab report.
Hand in of simulation practices with Arena.


Oct 13, 15
           

El Arte de Presentar

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

Presentation of simulation practical cases.


Oct 13, 15
              Presentation of simulation practical cases.

Oct 14, 15
              Presentation of simulation practical cases.

Oct 15, 15
              Presentation of simulation practical cases.


Oct 20, 15
              Presentation of simulation practical cases.

Oct 20, 15
 

MULTIVARIATE DATA ANALYSIS

Introduction to Multivariate Data Analysis

Analysis of Variance

 

Learn MATLAB Basics

2013 Statistical Software Survey. OR/MS Today

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 21, 15
  Analysis of Variance        

Oct 22, 15
  Principal Component Analysis          


Oct 27, 15
  Principal Component Analysis          

Oct 27, 15
      Problem set  

Oct 28, 15
        Lab MUL. Preview

Oct 29, 15
          Lab MUL. Computer lab


Nov 3, 15
 

CLUSTERING AND CLASSIFICATION

Hierarchical Clustering

  H. Fry The mathematics of love April 2014     ClustEval. Integrative Clustering Evaluation Framework

Nov 3, 15
  k-means.   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.      

Nov 5, 15
  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

     

Nov 6, 15
  Classification Trees        


Nov 10, 15
          Lab CLUS. Preview

Nov 10, 15
            Lab CLUS. Computer lab

Nov 11, 15
        Problem set  


Nov 17, 15
 

REGRESSION

Linear Regression

       

Nov 17, 15
  Additive Models          

Nov 18, 15
        MID-TERM EXAM    

Nov 19, 15
  Additive Models     Problem set
   


Nov 24, 15
  Neural Networks. Multilayer Perceptron  

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

     

Nov 24, 15
            Lab REG. Preview

Nov 25, 15
  TIME SERIES FORECASTING   2014 Forecasting Software Survey. OR/MS Today    

Nov 26, 15
            Lab REG. Computer lab


Dec 1, 15
  Decomposition Methods        

Dec 1, 15
  Exponential Smoothing        

Dec 2, 15
  ARIMA. Example        

Dec 3, 15
        Exam review  


Dec 10, 15
          FINAL EXAM 2015
FINAL EXAM 2014
   

Jun 16, 16
          EXAM