Métodos Cuantitativos para la Decisión / Quantitative Decision Methods (1st MII, 1st MIT, year 2017-18)
COSS Arena Youtube channel
Coordinator Reference web page


Date
 
Theory
 
Readings
 
Exercises / Problems
 
Practice

I,T: Sep 3

 

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

         


I,T: Sep 3
  DISCRETE EVENT SIMULATION MODELING

Components and Processes. Modeling by Simulation

Moodle Session 1

 

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

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

   

T: Sep 6
I: Sep 7
  Simulation languages

Moodle Session 2

         

T: Sep 6
I: Sep 7
  Youtube Session 3a
Youtube Session 3b
 

Curso tutorial en español

Arena Tutorial Part 1
Arena Tutorial Part 2
Arena Tutorial Part 3
Arena Tutorial Part 4
Arena Tutorial Part 5

     

Arena



I,T: Sep 10
 

Arena

Youtube Session 4a
Youtube Session 4b
Youtube Session 4c
Youtube Session 4d

Moodle Session 3 (Pseudocode)
 

Factory
Bike manufacturer
Cobequid Blood Clinic

     

I,T: Sep 10
       

Problem set

Simulation Questions Class

   

I: Sep 13
T: Sep 14
              Practice SIM. Preview

I: Sep 13
T: Sep 14
        Practice SIM. Computer lab


T,I: Sep 17
  SIMULATION OUTPUT ANALYSIS

Finite-Horizon Analysis
Moodle Session 4

       

T,I: Sep 17
 

Infinite-Horizon Analysis.
Comparison of System Designs
Moodle Session 5a
Moodle Session 5b

         

I: Sep 20
T: Sep 21
          Case study development

I: Sep 20
T: Sep 21
          Case study development


T,I: Sep 24
          Practice OUT. Preview

T,I: Sep 24
 

QUEUEING THEORY

Poisson processes

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

I: Sep 27
T: Sep 28
            Practice OUT. Computer lab

I: Sep 27
T: Sep 28
            Practice OUT. Computer lab


T,I: Oct 1
  Queueing models          

T,I: Oct 1
        Problem set Local administration, Two processors, Download platforms, Printer, Fair, Bank consultations, Boat engines, Classroom computers  

I: Oct 4
T: Oct 5
      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.

I: Oct 4
T: Oct 5
 

MULTIVARIATE DATA ANALYSIS

Introduction to Multivariate Data Analysis

Analysis of Variance

 

Learn MATLAB Basics

Advanced course on Multivariate Data Analysis

 

¿Sabes lo que pasa cuando das a 'sí, acepto' en una app? La master class de Chema Alonso

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

 


T: Oct 8
I: Oct 11
  Analysis of Variance        

T: Oct 8
I: Oct 11
  Principal Component Analysis          


T,I: Oct X
        MID-TERM EXAM 2017
MID-TERM EXAM 2016
MID-TERM EXAM 2015
MID-TERM EXAM 2014
   


T,I: Oct 22
  Principal Component Analysis          

T,I: Oct 22
      Problem set  

I: Oct 25
T: Oct 26
           

Presentation of simulation case study.



T,I: Oct 29
 

CLUSTERING AND CLASSIFICATION

Introduction
Hierarchical clustering

 

Advanced Course on Clustering

 

ClustEval. Integrative Clustering Evaluation Framework

   

I: Oct 30
T: Nov 2
  k-means.
Classification trees.
   

E.F. Sánchez Úbeda, A. Muñoz, J. Villar Minería y visualización de datos del mercado eléctrico español Inteligencia Artificial, Revista Iberoamericana de Inteligencia Artificial. No. 29 (2006), pp. 79-88.

   

I: Oct 30
T: Nov 2
     

 

  Problem set    


T,I: Nov 5
          Practice MUL and CLUS. Preview

T,I: Nov 5
 

REGRESSION

Linear Regression
Additive models

       

T: Nov 7
I: Nov 8
  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

Introducción a Deep Learning

  Problem set
   


T,I: Nov 12
            Practice MUL and CLUS. Computer lab

I: Nov 15
T: Nov 16
            Practice REG. Preview

I: Nov 15
T: Nov 16
  TIME SERIES FORECASTING        


T,I: Nov 19
          Case study development

I: Nov 22
T: Nov 23
            Practice REG. Computer lab


T,I: Nov 26
  Decomposition Methods
Exponential Smoothing
       

I: Nov 28
T: Nov 29
  ARIMA. Example        


T,I: Dec 3
           

Presentation of simulation case study.



T,I: Dec X
          FINAL EXAM 2016
FINAL EXAM 2015
FINAL EXAM 2014
   

Jun --, 19
          EXAM