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Evolutionary Algorithm Training of Higher-Order Neural Networks

Book Chapter
M.G. Epitropakis, V.P. Plagianakos, and M.N. Vrahatis
In: Artificial Higher Order Neural Networks for Computer Science and Engineering: Tends for Emerging Applications, Ming Zhang (ed.), IGI Global, (2009).
Publication year: 2009

A Review of Major Application Areas of Differential Evolution

Book Chapter
V.P. Plagianakos, D.K. Tasoulis, and M.N. Vrahatis
In: Advances in Differential Evolution, Springer-Verlag, U.K. Chakraborty (ed.), 197-238, (2008).
Publication year: 2008

Computational Intelligence Algorithms and DNA Microarrays

Book Chapter
D.K. Tasoulis, V.P. Plagianakos, and M.N. Vrahatis
In: Studies in Computational Intelligence (SCI), Chapter 1, Springer-Verlag, Berlin, (2007).
Publication year: 2007

Improved learning of neural nets through global search

Book Chapter
V.P. Plagianakos, G.D. Magoulas, and M.N. Vrahatis
In: Global Optimization: Scientific and Engineering Case Studies, Series: Nonconvex Optimization and Its Applications, J.D. Pintér (ed.), Kluwer Academic Publishers, Vol. 85, Chapter 15, 361-388, (2006).
Publication year: 2006

On-line Neural Network Training for Automatic Ischemia Episode Detection

Book Chapter
D.K. Tasoulis, L. Vladutu, V.P. Plagianakos A. Bezerianos and M.N. Vrahatis
Lecture Notes in Computer Science (LNAI), Vol. 3070, 1062-1068, (2004).
Publication year: 2004

On-line neural network training

Book Chapter
V.P. Plagianakos, G.D. Magoulas and M.N. Vrahatis
In: Order and Chaos in Nonlinear Dynamical Systems, T. Bountis, S. Ichtiaroglou and S. Pnevmatikos Eds., K. Sfakianaki Editions, Vol. 8, 329-340, (2003) , (in Greek).
Publication year: 2003

Εισαγωγή στα Τεχνητά Νευρωνικά Δίκτυα

Book Chapter
Μ.Ν. Βραχάτης, Β.Π. Πλαγιανάκος, και Γ. Μαγουλάς
Στο: Τάξη και Χάος στα Μη Γραμμικά Συστήματα , Αν. Μπούντης, Δ. Έλληνας, και Ι. Γρυσπολάκης (eds.), Τόμος 7, 225-247, Εκδόσεις Γ. Πνευματικού, Αθήνα, (2002).
Publication year: 2002

Supervised training using global search methods

Book Chapter
V.P. Plagianakos, G.D. Magoulas and M.N. Vrahatis
In: Advances in Convex Analysis and Global Optimization, Honoring the memory of C. Caratheodory (1873-1950), N. Hadjisavvas and P.M. Pardalos, (eds.), Kluwer Academic Publishers, Dordrecht, The Netherlands, Chapter 26, 421-432, (2001).
Publication year: 2001

Learning rate adaptation in stochastic gradient descent

Book Chapter
V.P. Plagianakos, G.D. Magoulas and M.N. Vrahatis
In: Advances in Convex Analysis and Global Optimization, Honoring the memory of C. Caratheodory (1873-1950), N. Hadjisavvas and P.M. Pardalos, (eds.), Kluwer Academic Publishers, Dordrecht, The Netherlands, Chapter 27, 433-444, (2001).
Publication year: 2001

Improving the particle swarm optimizer by function “stretching”

Book Chapter
K.E. Parsopoulos, V.P. Plagianakos, G.D. Magoulas and M.N. Vrahatis
In: Advances in Convex Analysis and Global Optimization, Honoring the memory of C. Caratheodory (1873-1950), N. Hadjisavvas and P.M. Pardalos, (eds.), Kluwer Academic Publishers, Dordrecht, The Netherlands, Chapter 28, 445-457, (2001).
Publication year: 2001

A Framework for the Development of Globally Convergent Adaptive Learning Rate Algorithms

Book Chapter
G.D. Magoulas, V.P. Plagianakos, G.S. Androulakis and M.N. Vrahatis
In: Progress in Computer Research, Volume II, F.H. Columbus (ed.), Nova Science Publishers, (2001).
Publication year: 2001

A Derivative Free Minimization Method For Noisy Functions

Book Chapter
V.P. Plagianakos and M.N. Vrahatis
In: Advances in Combinatorial and Global Optimization, A. Migdalas, P. Pardalos, and R. Burkard (eds.), World Scientific, River Edge, 283-296, (2001).
Publication year: 2001

Η Εκπαίδευση Τεχνητών Νευρωνικών Δικτύων με Επίβλεψη

Book Chapter
Μ.Ν. Βραχάτης, Γ. Μαγουλάς, και Β.Π. Πλαγιανάκος
Στο: Τάξη και Χάος στα Μη Γραμμικά Συστήματα, Αν. Μπούντης και Σ. Πνευματικός (eds.), Τόμος 6, 243-262, Εκδόσεις Γ. Πνευματικού, Αθήνα, (2000).
Publication year: 2000

Global Search Methods for Neural Network Training

Book Chapter
V.P. Plagianakos, G.D. Magoulas, G.S. Androulakis, and M.N. Vrahatis
In: Advances in Intelligent Systems and Computer Science, N.E. Mastorakis (ed.)., World Scientific and Engineering Society Press, 47-52, (1999).
Publication year: 1999

A Framework for the Development of Globally Convergent Adaptive Learning Rate Algorithms

Book Chapter
G.D. Magoulas, V.P. Plagianakos, G.S. Androulakis, and M.N. Vrahatis
In: Advances in Intelligent Systems and Computer Science, N.E. Mastorakis (ed.)., World Scientific and Engineering Society Press, 207-212, (1999).
Publication year: 1999

Integer Weight Training by Differential Evolution Algorithms

Book Chapter
V.P. Plagianakos, D.G. Sotiropoulos, and M.N. Vrahatis
In: Recent Advances in circuits and systems, N.E. Mastorakis (ed.)., World Scientific, (1998).
Publication year: 1998

An Improved Backpropagation Method with Adaptive Learning Rate

Book Chapter
V.P. Plagianakos, D.G. Sotiropoulos, and M.N. Vrahatis
In: Recent Advances in circuits and systems, N.E. Mastorakis (ed.)., World Scientific, (1998).
Publication year: 1998