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Syllabus 2013-14 - 13312022 - Metaheuristics (Metaheurísticas)
- Level 1: Tutorial support sessions, materials and exams in this language
- Level 2: Tutorial support sessions, materials, exams and seminars in this language
- Level 3: Tutorial support sessions, materials, exams, seminars and regular lectures in this language
DEGREE: | Grado en Ingeniería informática |
FACULTY: | SCHOOL OF ENGINEERING OF JAÉN |
ACADEMIC YEAR: | 2013-14 |
COURSE: | Metaheuristics |
NAME: Metaheuristics | |||||
CODE: 13312022 | ACADEMIC YEAR: 2013-14 | ||||
LANGUAGE: English | LEVEL: 2 | ||||
ECTS CREDITS: 6.0 | YEAR: 3 | SEMESTER: PC |
NAME: JESÚS DÍAZ, MARÍA JOSÉ DEL | ||
DEPARTMENT: U118 - INFORMÁTICA | ||
FIELD OF STUDY: 075 - CIENCIA DE LA COMPUTACIÓN E INT. ARTIFICIAL | ||
OFFICE NO.: A3 - 131 | E-MAIL: mjjesus@ujaen.es | P: 953212444 |
WEBSITE: - | ||
ORCID: https://orcid.org/0000-0002-7891-3059 | ||
LANGUAGE: English | LEVEL: 2 | |
NAME: GACTO COLORADO, Mª JOSÉ | ||
DEPARTMENT: U118 - INFORMÁTICA | ||
FIELD OF STUDY: 075 - CIENCIA DE LA COMPUTACIÓN E INT. ARTIFICIAL | ||
OFFICE NO.: A3 - 243 | E-MAIL: mgacto@ujaen.es | P: 953212261 |
WEBSITE: http://wwwdi.ujaen.es/?q=es/mgacto | ||
ORCID: https://orcid.org/0000-0001-9895-9647 | ||
LANGUAGE: English | LEVEL: 2 |
Module I: Introduction
- Metaheuristics : Introduction and classification
Module
II
:
Methods based on
trajectories
- Basic local search algorithms
- simulated annealing
- Tabu search algorithms
-
Methods based on
multiple trajectories
Module
III
:
population-based
methods
- Concept and elements populations based algorithms
- Genetic algorithms . Genetic Programming
- Differential evolution and other optimization algorithms continuously
- Social adaptation based metaheuristics
Module IV . Hybrid Metaheuristics : populations and trajectories
- Memetic algorithms and scatter search
Module V. Parallel metaheuristics
- Parallel metaheuristics
The course
is divided into
two related parts
,
theory and
practice.
The theory
will be conducted primarily
through
master classes
,
including seminars
and debates with
which to evaluate the
student's participation in
the course.
The practical part
will be held in
the computer lab
, through
computer practices
and seminars.
During
the academic year
objective
tests will be performed
to assess
the knowledge acquired
by the student.
Students with special educational needs should contact the Student Attention Service (Servicio de Atención y Ayudas al Estudiante) in order to receive the appropriate academic support
To
pass the course it will be
needed to
pass both
the theoretical and
the
practical part
.
The theoretical part
will be evaluated
with
objective tests
of theoretical concepts and
practical exercises
related to the subject
.
The
practical
part of
the delivery
will be assessed through
practical work
performed
by computer
,
in the work relating
to seminars
and presentations
raised
and
supporting
memory
associated with them
.
The
assessment
will be continuous
and incremental
practices
,
so as to
evaluate both
the defense
end of each
work
and the evolution
of the student
during practice
.
The
participation and
continuous assessment
will be determined
by evaluating
quizzes
on
theory and exercises
in class.
There will be
attendance
control in
theory and practical
classes
.
- Handbook of metaheuristics. Edition: 2nd ed.. Author: -. Publisher: New York : Springer, cop. 2010 (Library)
- Metaheuristics: from design to implementation. Edition: -. Author: Talbi, El-Ghazali, 1965-. Publisher: Hoboken, N.J. : John Wiley & Sons, 2009 (Library)
- Metaheuristics: from design to implementation . Edition: -. Author: Talbi, El-Ghazali, 1965-. Publisher: Hoboken, N.J. : John Wiley & Sons, 2009 (Library)
- Genetic algorithms + data structures = evolution programs. Edition: 3rd rev. and extended ed. Author: Michalewicz, Zbigniew. Publisher: Berlin: Springer, cop. 1999 (Library)
- Ant colony optimization. Edition: -. Author: Dorigo, Marco. Publisher: Cambridge [etc.]: The MIT Press, cop. 2004 (Library)
- Introduction to evolutionary computing. Edition: -. Author: Eiben, A. E.. Publisher: Berlin [etc.]: Springer, cop. 2010 (Library)
- Metaheuristic Search Concepts [Recurso electrónico] : A Tutorial with Applications to Production and. Edition: -. Author: Zäpfel, Günther. Publisher: Berlin, Heidelberg : Springer-Verlag Berlin Heidelberg, 2010. (Library)
- Metaheuristics [Recurso electrónico] : Progress in Complex Systems Optimization. Edition: -. Author: Doerner, Karl F.. Publisher: Boston, MA : Springer Science+Business Media, LLC, 2007. (Library)
- Hybrid Metaheuristics [Recurso electrónico] : An Emerging Approach to Optimization. Edition: -. Author: Blum, Christian. Publisher: Berlin, Heidelberg : Springer Berlin Heidelberg, 2008 (Library)
- Metaheuristics for Hard Optimization [Recurso electrónico] : Simulated Annealing, Tabu Search, Evolu. Edition: -. Author: Dréo, Johann. Publisher: Berlin, Heidelberg : Springer-Verlag Berlin Heidelberg, 2006. (Library)
- Stochastic local search [Recurso electrónico] : foundations and applications. Edition: -. Author: Hoos, Holger H.. Publisher: San Francisco, CA : Morgan Kaufmann Publishers, c2005. (Library)