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Métodos Cuantitativos para la Decisión / Quantitative Decision Methods (1st MII, 1st MIT, year 2014-15)

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, 14

 

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

A New View of Analytics and Operations Research

       

Sep 4, 14
 

MULTIVARIATE DATA ANALYSIS

Introduction to Multivariate Data Analysis

Analysis of Variance

 

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

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

  Problem set  

Sep 4, 14
  Analysis of Variance        

Sep 9, 14
  Analysis of Variance          

Sep 11, 14
  Principal Component Analysis          

Sep 11, 14
  Principal Component Analysis      

Sep 12, 14
  Factor Analysis      

Sep 16, 14
        Lab 01. Preview

Sep 17, 14
 

CLUSTERING AND CLASSIFICATION

Hierarchical Clustering

    Problem set   ClustEval. Integrative Clustering Evaluation Framework

Sep 18, 14
  k-means. KSOM        

Sep 18, 14
  Discriminant Analysis            

Sep 23, 14
          Lab 01. Computer lab

Sep 24, 14
  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.

E.F. Sánchez-Úbeda, J. Peco, P. Raymont, T. Gómez, and S. Bañales, A.L. Hernández Application of Data Mining Techniques to Identify Structural Congestion Problems under Uncertainty IEEE PowerTech Conference, Porto, Portugal, September 2001

     

Sep 25, 14
  Classification Trees        

Sep 25, 14
  Classification Trees        

Sep 30, 14
          Lab 02. Preview

Oct 1, 14
 

REGRESSION

Linear Regression

    Problem set    

Oct 3, 14
  Additive Models          

Oct 3, 14
            Lab 02. Computer lab

Oct 6, 14
  Neural Networks            

Oct 6, 14
  Multilayer Perceptron            

Oct 7, 14
            Lab 03. Preview

Oct 8, 14
  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

Oct 14, 14
            Lab 03. Computer lab

Oct 15, 14
  Simulation languages
           

Oct 16, 14
            Arena

Oct 16, 14
              Arena

Oct 21, 14
              Lab 04. Preview

Oct 22, 14
 

MODELING RANDOMNESS IN SIMULATION

Distribution Fitting
         

Oct 23, 14
  Distribution Fitting      

Oct 23, 14
       

Oct 28, 14
        Lab 04. Computer lab

Oct 29, 14
        Problem set    

Oct 30, 14
        EXAM    

Oct 30, 14
  Random Number Generation      

Nov 4, 14
  Variable Sampling     Problem set Muelle circular, El apetito, Combinación de funciones, Impresoras, Reparación I, Fondos de inversión, Trabajos a imprimir, Demanda mínima  

Nov 5, 14
  SIMULATION OUTPUT ANALYSIS

Finite-Horizon Analysis

       

Nov 6, 14
  Infinite-Horizon Analysis        

Nov 6, 14
  Comparison of System Designs           Assignment of simulation practices with Arena.

Nov 11, 14
            Lab 06. Preview

Nov 12, 14
          Lab 06. Preview

Nov 13, 14
            Lab 06. Computer lab

Nov 13, 14
 

QUEUEING THEORY

Poisson processes

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

Nov 20, 14
  Queueing models          

Nov 20, 14
        Problem set Administración local, Dos procesadores, Descarga plataformas, Impresora, Feria, Consultas bancarias, Motores de barco, Aula de ordenadores  

Nov 21, 14
      Problem set Administración local, Dos procesadores, Descarga plataformas, Impresora, Feria, Consultas bancarias, Motores de barco, Aula de ordenadores  

Nov 25, 14
        Problem set Administración local, Dos procesadores, Descarga plataformas, Impresora, Feria, Consultas bancarias, Motores de barco, Aula de ordenadores  

Nov 26, 14
  TIME SERIES FORECASTING   2014 Forecasting Software Survey. OR/MS Today   Problem set  

Nov 27, 14
  Decomposition Methods and Exponential Smoothing.        

Nov 27, 14
  ARIMA           Lab report.
Hand in of simulation practices with Arena.

Dec 2, 14
             

El Arte de Presentar

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

Presentation of simulation practical cases.


Dec 3, 14
              Presentation of simulation practical cases.

Dec 4, 14
              Presentation of simulation practical cases.

Dec 4, 14
              Presentation of simulation practical cases.

Dec 15, 14
          FINAL EXAM year 2014-15    

Jun 18, 15
          EXAM