Vassilis P. Plagianakos
Professor
Publications
Full text PDF files are available for selected publications. These files are available to ensure timely dissemination of scholarly and technical work, as well as reading material for my students. Copyright and all rights therein are retained by authors or by other copyright holders. All persons copying this information are expected to adhere to the terms and constraints invoked by each author’s copyright. In most cases, these works may not be reposted without the explicit permission of the copyright holder.
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Unsupervised Clustering and Multi-Optima Evolutionary Search
Conference Paper
In: Proceedings of the IEEE World Congress on Computational Intelligence (WCCI 2014), Beijing, China, (2014).
Publication year: 2014
Refinement of Human Silhouette Segmentation in Omni-Directional Indoor Videos analysis
Journal Paper
Computer Vision and Image Understanding, Vol. 128, 65-83, (2014).
Publication year: 2014
Pose Recognition in Indoor Environments using a Fisheye Camera and a Parametric Human Model
Conference Paper
In: Proceedings of the International Conference on Computer Vision Theory and Applications (VISAPP 2014), Lisbon, Portugal, (2014).
Publication year: 2014
Fish-Eye Camera Video Processing and Trajectory Estimation Using 3D Human Models
Conference Paper
In: Proceedings of the International Conference on Artificial Intelligence Applications and Innovations (AIAI 2014), 385-394, Rhodes, Greece, (2014).
Publication year: 2014
Calculation of Complex Zernike Moments with Geodesic Correction for Pose Recognition in Omni-directional Images
Conference Paper
In: Proceedings of the International Conference on Artificial Intelligence Applications and Innovations (AIAI 2014), 375-384, Rhodes, Greece, (2014).
Publication year: 2014
Real Time Indoor Robot Localization using RGB Video from a Stationary Fisheye Camera
Conference Paper
In: Proceedings of the International Conference on Artificial Intelligence Applications and Innovations (AIAI 2013), 245-254, (2013).
Publication year: 2013
Multi-Optima Search Using Differential Evolution and Unsupervised Clustering
Conference Paper
In: Proceedings of the IEEE Congress on Evolutionary Computation (CEC 2013), Cancun, Mexico, (2013).
Publication year: 2013
Human segmentation and pose recognition in fish-eye video for assistive environments
Conference Paper
In: Proceedings of the 13th IEEE International Conference on BioInformatics and BioEngineering (BIBE 2013), Chania, Crete, (2013).
Publication year: 2013
Fisheye Camera Modeling for Human Segmentation Refinement in Indoor Videos
Conference Paper
In: Proceedings of the 6th ACM International Conference on Pervasive Technologies Related to Assistive Environments (PETRA 2013), Rhodes, Greece, (2013).
Publication year: 2013
Artificial Neural Networks and Principal Components Analysis for Detection of Idiopathic Pulmonary Fibrosis in Microscopy Images
Conference Paper
In: Proceedings of the 14th International Conference on Engineering Applications of Neural Networks (EANN2013), Halkidiki, Greece, (2013).
Publication year: 2013
Unsupervised Detection of Fibrosis in Microscopy Images Using Fractals and Fuzzy c-Means Clustering
Conference Paper
In: Proceedings of the International Conference on Artificial Intelligence Applications and Innovations (AIAI 2012), 385-394, (2012).
Publication year: 2012
Tracking Particle Swarm Optimizers: An adaptive approach through multinomial distribution tracking with exponential forgetting
Conference Paper
In: Proceedings of the IEEE Congress on Evolutionary Computation, CEC 2012. (IEEE World Congress on Computational Intelligence), Brisbane, Australia, (2012).
Publication year: 2012
Tracking Differential Evolution Algorithms: An adaptive approach through multinomial distribution tracking with exponential forgetting
Conference Paper
In: Proceedings of the 7th Hellenic Conference on Artificial Intelligence (SETN 2012), Lamia, Greece, (2012).
Publication year: 2012
Multimodal Optimization Using Niching Differential Evolution with Index-based Neighborhoods
Conference Paper
In: Proceedings of the IEEE Congress on Evolutionary Computation, 2012. CEC 2012. (IEEE World Congress on Computational Intelligence), Brisbane, Australia, (2012).
Publication year: 2012
Density Based Projection Pursuit Clustering
Conference Paper
In: Proceedings of the IEEE Congress on Evolutionary Computation, 2012. CEC 2012. (IEEE World Congress on Computational Intelligence), Brisbane, Australia, (2012).
Publication year: 2012
Clustering of High Dimensional Data Streams
Conference Paper
In: Proceedings of the 7th Hellenic Conference on Artificial Intelligence (SETN 2012), Lamia, Greece, (2012).
Publication year: 2012
Artificial Intelligence: Theories and Applications
Book
Proceedings of the 7th Hellenic Conference on AI, Lecture Notes in Computer Science, LNCS/LNAI, Vol. 7297, SETN 2012, Lamia, Greece, (2012).
Publication year: 2012
Statistical Data Mining of Streaming Motion Data for Fall Detection in Assistive Environments
Conference Paper
In: Proceedings of the 33rd IEEE International Conference of the Engineering in Medicine and Biology Society (EMBC 2011), Boston, USA, (2011).
Publication year: 2011
Independent Component Divisive Clustering of Gene Expression Data
Conference Paper
In: Proceedings of the Seventh International Meeting on Computational Intelligence Methods for Bioinformatics and Biostatistics (CIBB 2011), Gargnano, Lake Garda, Italy, (2011).
Publication year: 2011
Independent Component Clustering for Skin Lesions Characterization
Conference Paper
In: Proceedings of the 12th EANN / 7th AIAI Joint Conferences on Engineering Applications of Neural Networks / Artificial Intelligence Applications and Innovations, Corfu, Greece, (2011).
Publication year: 2011
Finding Multiple Global Optima Exploiting Differential Evolution's Niching Capability
Conference Paper
In: Proceedings of the IEEE Symposium Series on Computational Intelligence (SSCI 2011), Paris, France, (2011).
Publication year: 2011
Enhancing Differential Evolution Utilizing Proximity-based Mutation Operators
Journal Paper
IEEE Transactions on Evolutionary Computation, Vol. 15, 99-119, (2011).
Publication year: 2011
Enabling Constant Monitoring of Chronic Patient Using Android Smart Phones
Conference Paper
In: Proceedings of the 5th International Conference on PErvasive Technologies Related to Assistive Environments (PETRA 2011), Crete, Greece, (2011).
Publication year: 2011
Skin Lesions Characterisation Utilising Clustering Algorithms
Conference Paper
In: Proceedings of the 6th Hellenic Conference on Artificial Intelligence (SETN 2010), Athens, Greece, (2010).
Publication year: 2010
Evolving cognitive and social experience in Particle Swarm Optimization through Differential Evolution
Conference Paper
In: Proceedings of the IEEE World Congress on Computational Intelligence (WCCI 2010), Barcelona, Spain, (2010).
Publication year: 2010
Evolutionary Principal Direction Divisive Partitioning
Conference Paper
In: Proceedings of the IEEE World Congress on Computational Intelligence (WCCI 2010), Barcelona, Spain, (2010).
Publication year: 2010
Classification of Dermatological Images Using Advanced Clustering Techniques
Conference Paper
In: Proceedings of the 32nd IEEE International Conference of the Engineering in Medicine and Biology Society (EMBC 2010), Buenos Aires, Argentina, (2010).
Publication year: 2010
Classification of Apoptosis Using Advanced Clustering Techniques on Digital Microscopic Images
Conference Paper
In: Proceedings of the 32nd IEEE International Conference of the Engineering in Medicine and Biology Society (EMBC 2010), Buenos Aires, Argentina, (2010).
Publication year: 2010
Projection Based Clustering of Gene Expression Data
Conference Paper
In: Proceedings of the Sixth International Meeting on Computational Intelligence Methods for Bioinformatics and Biostatistics (CIBB 2009), Genova, Italy, (2009).
Publication year: 2009
Evolutionary Algorithm Training of Higher-Order Neural Networks
Book Chapter
In: Artificial Higher Order Neural Networks for Computer Science and Engineering: Tends for Emerging Applications, Ming Zhang (ed.), IGI Global, (2009).
Publication year: 2009
Evolutionary Adaptation of the Differential Evolution Control Parameters
Conference Paper
In: Proceedings of the IEEE Congress on Evolutionary Computation (CEC 2009), Trondheim, Norway, (2009).
Publication year: 2009
Non-Monotone Differential Evolution
Conference Paper
In: Proceedings of the Genetic and Evolutionary Computation Conference (GECCO 2008), Atlanta, (2008).
Publication year: 2008
Interpreting Shewhart Type Control Chart Signals Using Pattern Based Rules and Artificial Intelligence Techniques
Conference Paper
In: Proceedings of the European Network for Business and Industrial Statistics 2008, Athens, (2008).
Publication year: 2008
Balancing the exploration and exploitation capabilities of the Differential Evolution Algorithm
Conference Paper
In: Proceedings of the IEEE Congress on Evolutionary Computation (CEC 2008), Hong Kong, (2008).
Publication year: 2008
A Review of Major Application Areas of Differential Evolution
Book Chapter
In: Advances in Differential Evolution, Springer-Verlag, U.K. Chakraborty (ed.), 197-238, (2008).
Publication year: 2008
Computational Intelligence Algorithms For Risk-Adjusted Trading Strategies
Conference Paper
In: Proceedings of the IEEE Congress on Evolutionary Computation (CEC 2007), Singapore, (2007).
Publication year: 2007
Computational Intelligence Algorithms and DNA Microarrays
Book Chapter
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
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
Human Designed Vs. Genetically Programmed Differential Evolution Operators
Conference Paper
In: Proceedings of the IEEE Congress on Evolutionary Computation (CEC 2006), 1880-1886, Vancouver, Canada, (2006).
Publication year: 2006
Higher-Order Neural Networks Training Using Differential Evolution
Conference Paper
In: Proceedings of the International Conference of Numerical Analysis and Applied Mathematics, Hersonissos, Crete, Greece, (2006).
Publication year: 2006
Hardware-Friendly Higher-Order Neural Network Training Using Distributed Differential Evolution
Conference Paper
In: Proceedings of the International Conference of Computational Methods in Sciences and Engineering, (2006).
Publication year: 2006
Distributed Computing Methodology for Training Neural Networks in an Image-guided Diagnostic Application
Journal Paper
Computer Methods and Programs in Biomedicine, Vol. 81, 228–235, (2006).
Publication year: 2006
Differential Evolution Algorithms for Finding Predictive Gene Subsets in Microarray Data
Conference Paper
In: Proceedings of the 3rd IFIP Conference on Artificial Intelligence Applications & Innovations (AIAI 2006), Athens, Greece, (2006).
Publication year: 2006
Computational Intelligence Methods for Financial Time Series Modeling
Journal Paper
International Journal of Bifurcation and Chaos, Vol. 16, 2053-2062, (2006).
Publication year: 2006
Spiking Neural Network Training Using Evolutionary Algorithms
Conference Paper
In: Proceedings of the IEEE International Joint Conference on Neural Networks (IJCNN 2005), Montreal, Canada, (2005).
Publication year: 2005
Recent Computational Intelligence Techniques for Gene Expression Data Classification
Conference Paper
In: Proceedings of the IEEE International Joint Conference on Neural Networks (IJCNN 2005), Montreal, Canada, (2005).
Publication year: 2005
Hybrid dimension reduction approach for gene expression data classification
Conference Paper
In: Proceedings of the IEEE International Joint Conference on Neural Networks 2005, Post-Conference Workshop on Computational Intelligence Approaches for the Analysis of Bioinformatics Data, Montreal, Canada, (2005).
Publication year: 2005
Computational intelligence methods for financial forecasting
Conference Paper
In: Proceedings of the IEEE International Conference of Computational Methods in Sciences and Engineering (ICCMSE2005), (2005).
Publication year: 2005
Clustering in Evolutionary Algorithms to Efficiently Compute Simultaneously Local and Global Minima
Conference Paper
In: Proceedings of the IEEE Congress on Evolutionary Computation (CEC 2005), Edinburgh, UK, (2005).
Publication year: 2005
Vector Evaluated Differential Evolution for Multiobjective Optimization
Conference Paper
In: Proceedings of the IEEE Congress on Evolutionary Computation (CEC 2004), Portland, Oregon, (2004).
Publication year: 2004
Unsupervised Clustering of Bioinformatics Data
Conference Paper
European Symposium on Intelligent Technologies, Hybrid Systems and their implementation on Smart Adaptive Systems (Eunite 2004), Germany, 47-53, (2004).
Publication year: 2004
Unsupervised cluster analysis in bioinformatics
Conference Paper
In: Proceedings of the Fourth European Symposium on Biomedical Engineering, (2004).
Publication year: 2004
Tumor detection in colonoscopy using the unsupervised k-windows clustering algorithm and neural networks
Conference Paper
In: Proceedings of the Fourth European Symposium on Biomedical Engineering, (2004).
Publication year: 2004
Parallel Differential Evolution
Conference Paper
In: Proceedings of the IEEE Congress on Evolutionary Computation (CEC 2004), Portland, Portland, Oregon, (2004).
Publication year: 2004
On-line Neural Network Training for Automatic Ischemia Episode Detection
Book Chapter
Lecture Notes in Computer Science (LNAI), Vol. 3070, 1062-1068, (2004).
Publication year: 2004
On-line neural network training
Book Chapter
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
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
Globally Convergent Algorithms with Local Learning Rates
Journal Paper
IEEE Transactions on Neural Networks, Vol. 13, 774-779, (2002).
Publication year: 2002
Deterministic Nonmonotone Strategies for Effective Training of Multi-Layer Perceptrons
Journal Paper
IEEE Transactions on Neural Networks, Vol. 13, 1268-1284, (2002).
Publication year: 2002
Tumor detection in colonoscopic images using hybrid methods for on-line neural network training
Conference Paper
In: Proceedings of the Neural Networks and Expert Systems in Medicine and HealthCare, Milos Island, Greece, (2001).
Publication year: 2001
Training Multilayer Networks with Discrete Activation Functions
Conference Paper
In: Proceedings of the INNS-IEEE International Joint Conference on Neural Networks (IJCNN’2001), Washington D.C., U.S.A., (2001).
Publication year: 2001
Supervised training using global search methods
Book Chapter
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
Stretching technique for obtaining global minimizers through Particle Swarm Optimization
Conference Paper
In: Proceedings of the Particle Swarm Optimization Workshop, 22-29, Indianapolis, U.S.A., (2001).
Publication year: 2001
PVM-based Training of Large Neural Architectures
Conference Paper
In: Proceedings of the INNS-IEEE International Joint Conference on Neural Networks (IJCNN’2001), Washington D.C., U.S.A., (2001).
Publication year: 2001
Objective function “stretching” to alleviate convergence to local minima
Journal Paper
oNonlinear Analysis, Theory, Methds and Applications, Vol. 47, 3419-3424, (2001).
Publication year: 2001
Locating and Computing in Parallel all the Simple Roots of Special Functions Using PVM
Journal Paper
Journal of Computational and Applied Mathematics, Vol. 133, 545-554, (2001).
Publication year: 2001
Learning rate adaptation in stochastic gradient descent
Book Chapter
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
Learning in multilayer perceptrons using global optimization strategies
Journal Paper
Nonlinear Analysis, Theory, Methods and Applications, Vol. 47, 3431-3436, (2001).
Publication year: 2001
Interrelations between Absorption Energiesand Local Isotherms, Local Monolayer Capabilities, and Energy Distribution Functions, as Determined for Heterogeneous Surfaces by Inverse Gas Chromatography
Journal Paper
Journal of Colloid and Interface Science, Vol. 239, 10-19, (2001).
Publication year: 2001
Improving the particle swarm optimizer by function “stretching”
Book Chapter
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
Improved Neural Network-based Interpretation of Colonoscopy Images Through On-line Learning and Evolution
Conference Paper
In: Proceedings of EUNITE 2001 Conference, Tenerife, Spain, (2001).
Publication year: 2001
Hybrid Methods Using Evolutionary Algorithms for On-line Training
Conference Paper
In: Proceedings of the INNS-IEEE International Joint Conference on Neural Networks (IJCNN’2001), Washington D.C., U.S.A., (2001).
Publication year: 2001
Chaotic analysis of seismic time series and short term forecasting using neural networks
Conference Paper
In: Proceedings of the INNS-IEEE International Joint Conference on Neural Networks (IJCNN’2001), Washington D.C., U.S.A., (2001).
Publication year: 2001
An Evolutionary Algorithm for Minimizing Multimodal Functions
Conference Paper
In: Proceedings of the Hellenic European Research on Computer Mathematics and its Applications Conference (HERCMA'2001), 496-500, Athens, Greece, (2001).
Publication year: 2001
Adaptive stepsize algorithms for on-line training of neural networks
Journal Paper
Nonlinear Analysis, Theory, Methods and Applications, Vol. 47, 3425-3430, (2001).
Publication year: 2001
A Framework for the Development of Globally Convergent Adaptive Learning Rate Algorithms
Journal Paper
International Journal of Computer Research, Vol. 10, No. 1, 1-10, (2001).
Publication year: 2001
A Framework for the Development of Globally Convergent Adaptive Learning Rate Algorithms
Book Chapter
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
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
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
Training Neural Networks with Threshold Activation Functions and Constrained Integer Weights
Conference Paper
In: Proceedings of the IEEE International Joint Conference on Neural Networks (IJCNN’2000), Como, Italy, (2000).
Publication year: 2000
Global Learning Rate Adaptation in On-line Neural Network Training
Conference Paper
In: Proceedings of the Second International ICSC Symposium on Neural Computation (NC'2000), Berlin, Germany, (2000).
Publication year: 2000
Development and Convergence Analysis of Training Algorithms with Local Learning Rate Adaptation
Conference Paper
In: Proceedings of the IEEE International Joint Conference on Neural Networks (IJCNN’2000), Como, Italy, (2000).
Publication year: 2000
Training Neural Networks with 3-bit Integer Weights
Conference Paper
In: Proceedings of the Genetic and Evolutionary Computation Conference (GECCO’99), W. Banzhaf, J. Daida, A.E. Eiben, M.H. Garzon, V. Honavar, M. Jakiela, and R.E. Smith (eds.), Morgan Kaufmann, 910-915, Orlando, U.S.A., (1999).
Publication year: 1999
Sign-methods for Training with Imprecise Error Function and Gradient Values
Conference Paper
In: Proceedings of the IEEE International Joint Conference on Neural Networks (IJCNN’99), Washington D.C., U.S.A., (1999).
Publication year: 1999
Optimization Strategies and Backpropagation Neural Networks
Conference Paper
In: Proceedings of the Seventh Hellenic Conference on Informatics, Ioannina, Greece, (1999).
Publication year: 1999
Nonmonotone Methods for Backpropagation Training with Adaptive Learning Rate
Conference Paper
In: Proceedings of the IEEE International Joint Conference on Neural Networks (IJCNN’99), Washington D.C., U.S.A., (1999).
Publication year: 1999
Nonmonotone Learning Rules For Backpropagation Networks
Conference Paper
In: Proceedings of the 6th IEEE International Conference on Electronics, Circuits and Systems (ICECS '99), 291-294, Pafos, Cyprus, (1999).
Publication year: 1999
Neural Network Training with Constrained Integer Weights
Conference Paper
In: Proceedings of the Congress of Evolutionary Computation (CEC’99), P.J. Angeline, Z. Michalewicz, M. Schoenauer, X. Yao, and A. Zalzala (eds.), IEEE Press, 2007-2013, Washington D.C., U.S.A., (1999).
Publication year: 1999
Global Search Methods for Neural Network Training
Book Chapter
In: Advances in Intelligent Systems and Computer Science, N.E. Mastorakis (ed.)., World Scientific and Engineering Society Press, 47-52, (1999).
Publication year: 1999
Effective Neural Network Training with a Different Learning Rate for each Weight
Conference Paper
In: Proceedings of the 6th IEEE International Conference on Electronics, Circuits and Systems (ICECS '99), 591-594, Pafos, Cyprus, (1999).
Publication year: 1999
Convergence Analysis of the Quickprop Method
Conference Paper
In: Proceedings of the IEEE International Joint Conference on Neural Networks (IJCNN’99), Washington D.C., U.S.A., (1999).
Publication year: 1999
A Framework for the Development of Globally Convergent Adaptive Learning Rate Algorithms
Book Chapter
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
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
In: Recent Advances in circuits and systems, N.E. Mastorakis (ed.)., World Scientific, (1998).
Publication year: 1998