Inteligencia Computacional
Computational Intelligence

I.C. | Sistemas Difusos | Redes Neuronales | Computación Evolutiva | Bibliografía



Departamento de Ciencias de la Computación e I.A.
Acceso identificado

Inteligencia Computacional

Material complementario

Lecturas recomendadas

Sistemas Difusos

Material complementario

Sesiones grabadas en vídeo

Material de prácticas

Bibliografía recomendada

George J. Klir & Bo Yuan:
Fuzzy Sets and Fuzzy Logic: Theory and Applications
Prentice Hall, 1995.
ISBN 0131011715

Redes Neuronales Artificiales

Material de prácticas

Bibliografía recomendada

Fernando Berzal:
Redes Neuronales & Deep Learning
https://deep-learning.ikor.org

Edición independiente, 2018
ISBN-10: 1-7312-6538-7 (blanco y negro) / 1-7313-1433-7 (color)
ISBN-13: 978-1-7312-6538-8 (blanco y negro) / 978-1-7313-1433-8 (color)

Edición en dos volúmenes, 2019
ISBN-10: 1-0903-2030-2 (volumen 1) / 1-0903-3688-8 (volumen 2)
ISBN-13: 978-1-0903-2030-8 (volumen 1) / 978-1-0903-3688-0 (volumen 2)
Ian Goodfellow, Yoshua Bengio & Aaron Courville
Deep Learning
http://www.deeplearningbook.org

MIT Press, 2016
ISBN 0262035618

Computación Evolutiva

Material complementario

Material de prácticas

Bibliografía recomendada

A.E. Eiben & J.E. Smith:
Introduction to Evolutionary Computing
Springer, 2nd edition, 2015.
ISBN 3662448734
http://www.evolutionarycomputation.org
Springer, 1st edition, 2nd printing, 2007.
ISBN 3540401849
http://www.cs.vu.nl/~gusz/ecbook/ecbook.html

Bibliografía

Redes Neuronales Artificiales

Fernando Berzal:
Redes Neuronales & Deep Learning
https://deep-learning.ikor.org

Edición independiente, 2018
ISBN-10: 1-7312-6538-7 (blanco y negro) / 1-7313-1433-7 (color)
ISBN-13: 978-1-7312-6538-8 (blanco y negro) / 978-1-7313-1433-8 (color)

Edición en dos volúmenes, 2019
ISBN-10: 1-0903-2030-2 (volumen 1) / 1-0903-3688-8 (volumen 2)
ISBN-13: 978-1-0903-2030-8 (volumen 1) / 978-1-0903-3688-0 (volumen 2)
Ian Goodfellow, Yoshua Bengio & Aaron Courville
Deep Learning
http://www.deeplearningbook.org

MIT Press, 2016
ISBN 0262035618
Charu C. Aggarwal:
Neural Networks and Deep Learning: A Textbook
Springer, 2018
ISBN 3319944622
http://link.springer.com/978-3-319-94463-0
François Chollet:
Deep Learning with Python
Manning Publications, 2018
ISBN 1617294438
https://www.manning.com/books/deep-learning-with-python
Yoav Goldberg:
Neural Network Methods in Natural Language Processing
Morgan & Claypool Publishers, Synthesis Lectures on Human Language Technologies, 2017
ISBN 1627052984
https://doi.org/10.2200/S00762ED1V01Y201703HLT037
Simon O. Haykin:
Neural Networks and Learning Machines
Prentice Hall, 3rd edition, 2008.
ISBN 0131471392
James A. Freeman & David M. Skapura:
Neural Networks: Algorithms, Applications, and Programming Techniques
Addison-Wesley, 1991
ISBN 0201513765
Redes Neuronales: Algoritmos, aplicaciones y técnicas de programación
Addison-Wesley / Díaz de Santos, 1993
ISBN 020160115X

Computación Evolutiva

A.E. Eiben & J.E. Smith:
Introduction to Evolutionary Computing
Springer, 2nd edition, 2015.
ISBN 3662448734
http://www.evolutionarycomputation.org
Springer, 1st edition, 2nd printing, 2007.
ISBN 3540401849
http://www.cs.vu.nl/~gusz/ecbook/ecbook.html
Melanie Mitchell:
An Introduction to Genetic Algorithms
MIT Press, 1996.
ISBN 0262133164
David E. Goldberg:
Genetic Algorithms in Search, Optimization & Machine Learning
Addison-Wesley, 1989.
ISBN 0201157675
John R. Koza:
Genetic Programming: On the Programming of Computers by Means of Natural Selection
MIT Press, 1992.
ISBN 0262111705

Sistemas Difusos

George J. Klir & Bo Yuan:
Fuzzy Sets and Fuzzy Logic: Theory and Applications
Prentice Hall, 1995.
ISBN 0131011715
Timothy J. Ross:
Fuzzy Logic with Engineering Applications
John Wiley & Sons, 4th edition, 2017.
ISBN 1119235863
Hans-Jürgen Zimmermann:
Fuzzy Set Theory and Its Applications
Springer, 4th edition, 2001.
ISBN 9401038708
Springer, 3rd edition, 1996.
ISBN 0792396243
Rudolf Kruse, Joan E. Gebhardt & Frank Klawonn:
Foundations of Fuzzy Systems
John Wiley & Sons, 1994.
ISBN 047194243X
Witold Pedrycz & Fernando Gomide:
An introduction to Fuzzy Sets: Analysis and Design
MIT Press, 1998.
ISBN 0262161710
F. Martin McNeill & Ellen Thro:
Fuzzy Logic: A Practical Approach
Morgan Kaufmann, 1994.
ISBN 0124859658

Inteligencia Computacional

James M. Keller, Derong Liu & David B. Fogel:
Fundamentals of Computational Intelligence: Neural Networks, Fuzzy Systems, and Evolutionary Computation
Wiley - IEEE Press, 2016
ISBN 1119214343
Rudolf Kruse, Christian Borgelt, Christian Braune, Sanaz Mostaghim, Matthias Steinbrecher, Frank Klawonn & Christian Moewes:
Computational Intelligence: A Methodological Introduction
Springer, 2nd edition, 2016.
ISBN 1447172949
Springer, 3rd edition, 2022.
ISBN 3030422267
Leszek Rutkowski:
Computational Intelligence: Methods and Techniques
Springer Verlag, 2008.
ISBN 3540762876
Andries P. Engelbrecht:
Computational Intelligence: An Introduction
John Wiley, 2nd edition, 2007.
ISBN 0470035617
Amit Konar:
Computational Intelligence: Principles, Techniques and Applications
Springer Verlag, 2005.
ISBN 3540208984

Inteligencia Artificial

Stuart Russell & Peter Norvig:
Artificial Intelligence: A Modern Approach
Prentice-Hall, 3rd edition, 2009.
ISBN 0136042597
http://aima.cs.berkeley.edu/
Nils J. Nilsson:
The Quest for Artificial Intelligence
Cambridge University Press, 2009
ISBN 0521122937
http://ai.stanford.edu/~nilsson/QAI/qai-webpage.html

I.C. | Sistemas Difusos | Redes Neuronales | Computación Evolutiva | Bibliografía