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MODELING, OPTIMIZATION

and STATISTICAL INFERENCE

RESEARCH GROUP

(3)
(4)
(5)

Researchers in

MODES

are distributed along several

faculties and schools of the University of A Coruña

.

A CORUÑA:

Computer Science Faculty (Elviña Campus)

Science Faculty (Zapateira Campus)

Health Sciences Faculty (Oza Campus)

University School of Physiotherapy (Oza Campus)

FERROL:

Higher Polytechnic School (Esteiro Campus)

Polytechnic Universitary School (Serantes Campus)

Ubi

(6)

Co

mputer

Scienc

e

Fac

ulty

Polytechnic Univ. School - Serantes

F

ERR

A

C

OR

A

Computer Science Faculty - Elviña

Science Faculty - Zapateira

Health Sciences Faculty - Oza

(7)

Re

sea

rch

Lines

I

Nonparametric Inference

Nonparametric density estimation

Nonparametric regression methods

Smoothing parameter selection

Resampling methods

Goodness-of-fit tests

Empirical likelihood

(8)

Time series

Local polynomial regression with dependent data

Kernel estimation under dependence

Partial linear models with dependent errors

Analysis of irregularly observed data

Nonparametric and semiparametric prediction

Dependent data

Re

sea

rch

Lines

II

(9)

Survival analysis

Censored data

Truncated data

Presmoothed estimation

Hazard rate and cumulative hazard function estimation

Applications of survival analysis to Biology and Medicine

Estimation of thermogravimetric curves

Statistical applications to other fields

Applications of hazard rate estimation to Sysmology

Applications of nonparametric classification to Weed Science

Re

sea

rch

Lines

(10)

Game Theory

Negotiation and non-cooperative games

Analysis of voting structures

Cooperative games and cost assignment models

Mathematical programming and applications

Planning methods in logistic models

Operations Research (OR)

Optimal design of routes

Inventory management

Re

sea

rch

Lines

IV

(11)

Use of statistical models to solve problems in several

fields, including industrial, environmental, health, and

social problems, among others.

Application of modern statistical techniques to control

production processes in order to improve the productivity

and to reduce costs, thus obtaining a strong competitive

advantage.

Applied Statistical Models:

Statistical Quality Control:

Stati

stical

services

I

Application of statistical procedures for data analysis

where the outcome variable of interest is time until an

event occurs.

(12)

Stati

stical

services

II

Statistical support services in the process of design and

manufacture of different products, studying the probability

of failure as a function of time. For instance, the time of

failure of a machine or the lifetime of manufactured pieces.

Reliability Analysis:

(13)

Development of specific models for measuring and managing

credit risk.

Development of specific models for measuring and controling

operational risk.

Loss modeling: Application of statistical methods to forecast

at a fixed time horizon, the number of losses and the

associated costs.

Modeling the execution of rescue and suspension rights in

insurance policies.

Services for insurance sector.

Services for financial institutions.

Stati

stical

services

III

(14)

Stati

stical

services

IV

Analysis and classification of materials

Analysis of structural properties of materials through the

determination of changes in mass and energy variations

associated to the material under study.

(15)

Logistics

services

I

Application of mathematical programming techniques

and of metaheuristics to the optimal design of routes

and tasks planning.

(16)

Fund

ing

Funding sources since 2007

43,14%

19,67%

0,16%

37,03%

UDC Grants

Xunta de Galicia Grants

Spanish Grants

Contracts with

Companies and

Institutions

(17)

Mai

n

cus

tomer

sec

tors

aluminium

electricity

wood

furniture

health

textile

employment

mining

financial

sector

construcció

n

naval

economy

insurance

plastics

training

materiales de

building

public

administration

(18)

Statistics and Economy

Statistics and Finance

What are the best investment options in the stock

market?

App

li

(19)

App

li

cations

materials fatigue?

Statistics and Industrial Control

Statistics and Credit Risk

How much money a bank loses when

we do not pay our loans?

(20)

App

li

cations

How long can a patient survive after undergoing

surgery?

How does industrial pollution affect us?

Statistics and Survival

(21)

App

li

cations

How can we detect weeds in our crops?

Statistics and Genomics

(22)

App

li

cations

should pay the infrastructure manager?

What is the real influence of each country within the

European Union?

Games and tariffs

(23)

Aplicati

ons

VI

What routes should the milk collection trucks take?

How to design work schedules for the machines

of an agricultural cooperative?

OR and routes

(24)

Specif

ic

contri

buti

ons

I

(25)

Specif

ic

contri

buti

ons

II

A new method has been proposed to

transform ISO codes into ppm

(Arizona dust - solids) and mg/l (water)

R&D&I transfer in

collaboration with:

(26)

Specif

ic

contri

buti

ons

III

Determining how many meters, according to their size, flow and age,

must be examined to obtain measurements with a given accuracy.

R&D&I transfer in

collaboration with:

determination of their lifetime

ERRORcat F re cu e n ci a 0.0 0.2 0.4 0.6 0.8 1.0 (-84.2,-59] (-59,-33.9] (-33.9,-8.83](-8.83,16.3] (16.3,41.4] (41.4,66.5] : MARCA ACTARIS (-84.2,-59] (-59,-33.9] (-33.9,-8.83](-8.83,16.3] (16.3,41.4] (41.4,66.5] : MARCA BMETERS (-84.2,-59] (-59,-33.9] (-33.9,-8.83](-8.83,16.3] (16.3,41.4] (41.4,66.5] : MARCA CONTAGUA :

MARCA ELSTER MARCA IDRO :

0.0 0.2 0.4 0.6 0.8 1.0 : MARCA LORENZ 0.0 0.2 0.4 0.6 0.8 1.0 :

(27)

Spe

cifi

c

con

tr

ibuti

ons

IV

Estimating of the mean time of manufacturing tasks and their

variability. Outliers detection.

R&D&I transfer in

collaboration with:

(28)

Spe

cifi

c

con

tr

ibuti

ons

V

Stock Management

demand satisfaction

(29)

Spe

cifi

c

con

tr

ibuti

ons

VI

Statistics in small areas: Socioeconomic application

(30)

Sp

ec

if

ic

co

ntributions

X

Multivariate classification and image processing

segmentation

A. Mallik, J. Tarrío-Saavedra, M. Francisco-Fernández, S. Naya.

Classification of wood micrographs by image segmentation,

(31)

Sp

ec

if

ic

co

ntributions

XI

Using functional classification techniques (each datum is a curve)

thermogravimetric curves

J. Tarrío-Saavedra, S. Naya, M.

Francisco-Fernández, J. López-Beceiro, R. Artiaga,

Functional nonparametric classification of

wood species from thermal data.

(32)

Spe

cifi

c

con

tr

ibuti

ons

XII

Using spectral analysis of time series

on epileptic patients

J.L. Relova, S.Pértega, J.A.Vilar,

E.López,

M. Peleteiro, F. Ares

Effects of cell phone radiation

on the electroencephalographic

spectra of epileptic patients.

IEEE Antennas & Propagation

Magazine 52 (2010) 173-179

(33)

Some

custom

er

-part

ners

(34)
(35)
(36)

Referencias

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