George D. Magoulas

Diana Laurillard, Patricia Charlton, B. Craft, Dionisios Dimakopoulos, D. Ljubojevic, George D. Magoulas, E. Masterman, R. Pujadas, E. A. Whitley, K. Whittlestone: A constructionist learning environment for teachers to model learning designs. J. Comp. Assisted Learning 29(1): 15-30 (2013)

Richard Noss, Alexandra Poulovassilis, Eirini Geraniou, Sergio Gutiérrez Santos, Celia Hoyles, Ken Kahn, George D. Magoulas, Manolis Mavrikis: The design of a system to support exploratory learning of algebraic generalisation. Computers & Education 59(1): 63-81 (2012)

Mihaela Cocea, George D. Magoulas: User behaviour-driven group formation through case-based reasoning and clustering. Expert Syst. Appl. 39(10): 8756-8768 (2012)

Mihaela Cocea, George D. Magoulas: Learning Task-Related Strategies from User Data through Clustering. ICALT 2012: 400-404

Chun-Cheng Peng, George D. Magoulas: Nonmonotone BFGS-trained recurrent neural networks for temporal sequence processing. Applied Mathematics and Computation 217(12): 5421-5441 (2011)

Chun-Cheng Peng, George D. Magoulas: Nonmonotone Levenberg-Marquardt training of recurrent neural architectures for processing symbolic sequences. Neural Computing and Applications 20(6): 897-908 (2011)

Tony E. Lewis, George D. Magoulas: Identifying similarities in TMBL programs with alignment to quicken their compilation for GPUs: computational intelligence on consumer games and graphics hardware. GECCO (Companion) 2011: 447-454

Tony E. Lewis, George D. Magoulas: TMBL kernels for CUDA GPUs compile faster using PTX: computational intelligence on consumer games and graphics hardware. GECCO (Companion) 2011: 455-462

Mihaela Cocea, George D. Magoulas: Context-Dependent Feedback Prioritisation in Exploratory Learning Revisited. UMAP 2011: 62-74

George Roussos, Mirco Musolesi, George D. Magoulas: Introduction to the special issue on "Human Behavior in Ubiquitous Environments: Modeling of Human Mobility Patterns". Pervasive and Mobile Computing 6(4): 399-400 (2010)

George Roussos, Mirco Musolesi, George D. Magoulas: Human behavior in ubiquitous environments: Experience and interaction design. Pervasive and Mobile Computing 6(5): 497-498 (2010)

Sergio Gutiérrez Santos, Manolis Mavrikis, George D. Magoulas: Sequence Detection for Adaptive Feedback Generation in an Exploratory Environment for Mathematical Generalisation. AIMSA 2010: 181-190

Tony E. Lewis, George D. Magoulas: Tweaking a tower of blocks leads to a TMBL: Pursuing long term fitness growth in program evolution. IEEE Congress on Evolutionary Computation 2010: 1-8

Patricia Charlton, George D. Magoulas: Autonomic Computing and Ontologies to Enable Context-aware Learning Design. ICTAI (2) 2010: 286-291

Patricia Charlton, George D. Magoulas: Self-configurable framework for enabling context-aware learning design. IEEE Conf. of Intelligent Systems 2010: 1-6

Mihaela Cocea, George D. Magoulas: Identifying user strategies in exploratory learning with evolving task modelling. IEEE Conf. of Intelligent Systems 2010: 13-18

Sergio Gutiérrez Santos, Manolis Mavrikis, George D. Magoulas: Layered Development and Evaluation for Intelligent Support in Exploratory Environments: The Case of Microworlds. Intelligent Tutoring Systems (1) 2010: 105-114

Sergio Gutiérrez Santos, Mihaela Cocea, George D. Magoulas: A Case-Based Reasoning Approach to Provide Adaptive Feedback in Microworlds. Intelligent Tutoring Systems (2) 2010: 330-333

Mihaela Cocea, George D. Magoulas: Group Formation for Collaboration in Exploratory Learning Using Group Technology Techniques. KES (2) 2010: 103-113

Mihaela Cocea, Sergio Gutiérrez Santos, George D. Magoulas: Adaptive Modelling of Users' Strategies in Exploratory Learning Using Case-Based Reasoning. KES (2) 2010: 124-134

Mihaela Cocea, George D. Magoulas: Hybrid model for learner modelling and feedback prioritisation in exploratory learning. Int. J. Hybrid Intell. Syst. 6(4): 211-230 (2009)

Mihaela Cocea, George D. Magoulas: Identifying strategies in user's exploratory learning behaviour for mathematical generalisation. AIED 2009: 626-628

Darren Pearce, Eirini Geraniou, Sergio Gutiérrez Santos, Manolis Mavrikis, Mihaela Cocea, Celia Hoyles, Ken Kahn, George D. Magoulas, Richard Noss, Alexandra Poulovassilis, Niall Winters: An Eco-Friendly Intelligent Environment for Exploring Mathematical Generalisation. AIED 2009: 804

Patricia Charlton, Maria Grigoriadou, Diana Laurillard, George D. Magoulas, Kyparisia A. Papanikolaou: Enabling creative learning design: how HCI, User Modelling and Human Factors help. AIED 2009: 813

Nicolas van Labeke, George D. Magoulas, Alexandra Poulovassilis: Searching for "People Like Me" in a Lifelong Learning System. EC-TEL 2009: 106-111

Tony E. Lewis, George D. Magoulas: Strategies to minimise the total run time of cyclic graph based genetic programming with GPUs. GECCO 2009: 1379-1386

Mihaela Cocea, George D. Magoulas: Context-Dependent Personalised Feedback Prioritisation in Exploratory Learning for Mathematical Generalisation. UMAP 2009: 271-282

Sara de Freitas, Genaro Rebolledo-Mendez, Fotis Liarokapis, George D. Magoulas, Alexandra Poulovassilis: Developing an Evaluation Methodology for Immersive Learning Experiences in a Virtual World. VS-GAMES 2009: 43-50

Chun-Cheng Peng, George D. Magoulas: Sequence Processing with Recurrent Neural Networks. Encyclopedia of Artificial Intelligence 2009: 1411-1417

Chun-Cheng Peng, George D. Magoulas: Advanced Adaptive Nonmonotone Conjugate Gradient Training Algorithm for Recurrent Neural Networks. International Journal on Artificial Intelligence Tools 17(5): 963-984 (2008)

Tony E. Lewis, George D. Magoulas: TREAD: a new genetic programming representation aimed at research of long term complexity growth. GECCO 2008: 1339-1340

Nicolas van Labeke, Alexandra Poulovassilis, George D. Magoulas: Using Similarity Metrics for Matching Lifelong Learners. Intelligent Tutoring Systems 2008: 142-151

George D. Magoulas, Georgios Dounias: Computational intelligence in medicine and biology. Appl. Intell. 27(3): 189-192 (2007)

George D. Magoulas, George Ghinea: Intelligence-based adaptation for ubiquitous multimedia communications. J. Network and Computer Applications 30(3): 955-957 (2007)

George D. Magoulas, Giorgos Lepouras, Costas Vassilakis: Virtual reality in the e-Society. Virtual Reality 11(2-3): 71-73 (2007)

Aristoklis D. Anastasiadis, George D. Georgoulas, George D. Magoulas, Anthony Tzes: Adaptive particle swarm optimizer with nonextensive schedule. GECCO 2007: 168

Chun-Cheng Peng, George D. Magoulas: Adaptive Self-scaling Non-monotone BFGS Training Algorithm for Recurrent Neural Networks. ICANN (1) 2007: 259-268

Chun-Cheng Peng, George D. Magoulas: Adaptive Nonmonotone Conjugate Gradient Training Algorithm for Recurrent Neural Networks. ICTAI (2) 2007: 374-381

George D. Magoulas: User Modeling in Information Portals. Encyclopedia of Portal Technologies and Applications 2007: 1068-1073

George D. Magoulas, Georgios Dounias: Introduction to the special issue on intelligent technologies in medicine and bioinformatics. Comp. in Bio. and Med. 36(10): 1045-1048 (2006)

Vassilis P. Plagianakos, George D. Magoulas, Michael N. Vrahatis: Distributed computing methodology for training neural networks in an image-guided diagnostic application. Computer Methods and Programs in Biomedicine 81(3): 228-235 (2006)

George D. Magoulas, Georgios Dounias, Derek A. Linkens: Preface. International Journal on Artificial Intelligence Tools 15(3): 331-334 (2006)

George D. Magoulas, Michael N. Vrahatis: Adaptive Algorithms for Neural Network Supervised Learning: a Deterministic Optimization Approach. I. J. Bifurcation and Chaos 16(7): 1929-1950 (2006)

George D. Magoulas, Aristoklis D. Anastasiadis: Approaches to Adaptive Stochastic Search Based on the Nonextensive Q-Distribution. I. J. Bifurcation and Chaos 16(7): 2081-2091 (2006)

George D. Magoulas, Sherry Y. Chen: Human factors in personalised systems and services. Interacting with Computers 18(3): 327-330 (2006)

Vassilis P. Plagianakos, George D. Magoulas, Michael N. Vrahatis: Evolutionary training of hardware realizable multilayer perceptrons. Neural Computing and Applications 15(1): 33-40 (2006)

Aristoklis D. Anastasiadis, George D. Magoulas: Analysing the localisation sites of proteins through neural networks ensembles. Neural Computing and Applications 15(3-4): 277-288 (2006)

Enrique Frías-Martínez, George D. Magoulas, Sherry Y. Chen, Robert D. Macredie: Modeling human behavior in user-adaptive systems: Recent advances using soft computing techniques. Expert Syst. Appl. 29(2): 320-329 (2005)

Gheorghita Ghinea, Johnson P. Thomas, George D. Magoulas, Saeed Heravi: Adaptation as a premise for perceptual-based multimedia communications. IJITM 4(4): 405-422 (2005)

Aristoklis D. Anastasiadis, George D. Magoulas, Michael N. Vrahatis: New globally convergent training scheme based on the resilient propagation algorithm. Neurocomputing 64: 253-270 (2005)

Regina Stathacopoulou, George D. Magoulas, Maria Grigoriadou, Maria Samarakou: Neuro-fuzzy knowledge processing in intelligent learning environments for improved student diagnosis. Inf. Sci. 170(2-4): 273-307 (2005)

Sherry Y. Chen, George D. Magoulas, Dionisios Dimakopoulos: A flexible interface design for Web directories to accommodate different cognitive styles. JASIST 56(1): 70-83 (2005)

Aristoklis D. Anastasiadis, George D. Magoulas, Michael N. Vrahatis: Sign-based learning schemes for pattern classification. Pattern Recognition Letters 26(12): 1926-1936 (2005)

George Ghinea, George D. Magoulas, C. Siamitros: Intelligent synthesis mechanism for deriving streaming priorities of multimedia content. IEEE Transactions on Multimedia 7(6): 1047-1053 (2005)

George Ghinea, George D. Magoulas, C. Siamitros: Multicriteria decision making for enhanced perception-based multimedia communication. IEEE Transactions on Systems, Man, and Cybernetics, Part A 35(6): 855-866 (2005)

Aristoklis D. Anastasiadis, George D. Magoulas: Evolving Stochastic Learning Algorithm Based on Tsallis Entropic Index. CoRR abs/cs/0512037 (2005)

George D. Magoulas, Vassilis P. Plagianakos, Michael N. Vrahatis: Neural network-based colonoscopic diagnosis using on-line learning and differential evolution. Appl. Soft Comput. 4(4): 369-379 (2004)

Gheorghita Ghinea, George D. Magoulas, Andrew O. Frank: Intelligent protocol adaptation in a medical e-collaboration environment. International Journal on Artificial Intelligence Tools 13(1): 199-218 (2004)

Sherry Y. Chen, George D. Magoulas, Robert D. Macredie: Cognitive styles and users' responses to structured information representation. Int. J. on Digital Libraries 4(2): 93-107 (2004)

Enrique Frías-Martínez, George D. Magoulas, Sherry Y. Chen, Robert D. Macredie: Recent Soft Computing Approaches to User Modeling in Adaptive Hypermedia. AH 2004: 104-114

Aristoklis D. Anastasiadis, George D. Magoulas, Michael N. Vrahatis: A New Learning Rates Adaptation Strategy for the Resilient Propagation Algorithm. ESANN 2004: 1-6

George Ghinea, George D. Magoulas: Integrating Perceptech Requirements in Multimedia Streaming. EWIMT 2004

Regina Stathacopoulou, Maria Samarakou, Maria Grigoriadou, George D. Magoulas: A Neuro-Fuzzy Approach to Detect Student's Motivation. ICALT 2004: 0-

Paul O'Neill, George D. Magoulas, Xiaohui Liu: Quality Processing of Microarray Image Data through Image Inpainting and Texture Synthesis. ISBI 2004: 117-120

Ricardo Azambuja Silveira, Eduardo Rodrigues Gomes, Vinicius Heidrich Pinto, George D. Magoulas: Intelligent Learning Objects: An Agent Based Approach of Learning Objects. Intelligent Tutoring Systems 2004: 886-888

Regina Stathacopoulou, Maria Grigoriadou, Maria Samarakou, George D. Magoulas: Using Simulated Students for Machine Learning. Intelligent Tutoring Systems 2004: 889-891

George D. Magoulas, Sherry Y. Chen, Dionisios Dimakopoulos: A Personalised Interface for Web Directories Based on Cognitive Styles. User Interfaces for All 2004: 159-166

Kyparisia A. Papanikolaou, Maria Grigoriadou, Harry Kornilakis, George D. Magoulas: Personalizing the Interaction in a Web-based Educational Hypermedia System: the case of INSPIRE. User Model. User-Adapt. Interact. 13(3): 213-267 (2003)

George Ghinea, George D. Magoulas, Andrew O. Frank: Intelligent Protocol Adaptation for Enhanced Medical e-Collaboration. FLAIRS Conference 2003: 276-280

Paul O'Neill, George D. Magoulas, Xiaohui Liu: Obtaining Quality Microarray Data via Image Reconstruction. IDA 2003: 364-375

Aristoklis D. Anastasiadis, George D. Magoulas, Xiaohui Liu: Classification of Protein Localisation Patterns via Supervised Neural Network Learning. IDA 2003: 430-439

Regina Stathacopoulou, Maria Grigoriadou, George D. Magoulas, Denis Mitropoulos: A Neuro-fuzzy Approach in Student Modeling. User Modeling 2003: 337-341

Kyparisia A. Papanikolaou, Maria Grigoriadou, George D. Magoulas, Harry Kornilakis: Towards new forms of knowledge communication: the adaptive dimension of a web-based learning environment. Computers & Education 39(4): 333-360 (2002)

George D. Magoulas, Vassilis P. Plagianakos, Michael N. Vrahatis: Globally convergent algorithms with local learning rates. IEEE Transactions on Neural Networks 13(3): 774-779 (2002)

Vassilis P. Plagianakos, George D. Magoulas, Michael N. Vrahatis: Deterministic nonmonotone strategies for effective training of multilayer perceptrons. IEEE Transactions on Neural Networks 13(6): 1268-1284 (2002)

Maria Grigoriadou, Harry Kornilakis, Kyparisia A. Papanikolaou, George D. Magoulas: Fuzzy Inference for Student Diagnosis in Adaptive Educational Hypermedia. SETN 2002: 191-202

George D. Magoulas, Tillal Eldabi, Ray J. Paul: General methodology 3: global search strategies for simulation optimisation. Winter Simulation Conference 2002: 1978-1985

George D. Magoulas: Model-based design and evaluation of interactive applications. EJIS 10(3): 175 (2001)

George D. Magoulas, Kyparisia A. Papanikolaou, Maria Grigoriadou: Neuro-fuzzy synergism for planning the content in a web-based course. Informatica (Slovenia) 25(1) (2001)

George D. Magoulas, Andriana Prentza: Machine Learning in Medical Applications. Machine Learning and Its Applications 2001: 300-307

Stavros A. Karkanis, George D. Magoulas, Dimitrios K. Iakovidis, Dimitrios E. Maroulis, Dimitris A. Karras: Evaluation of textural feature extraction schemes for neural network-based interpretation of regions in medical images. ICIP (1) 2001: 281-284

George Ghinea, George D. Magoulas: Quality of Service for Perceptual Considerations: An Integrated Perspective. ICME 2001

Kyparisia A. Papanikolaou, Maria Grigoriadou, Harry Kornilakis, George D. Magoulas: INSPIRE: An INtelligent System for Personalized Instruction in a Remote Environment. OHS-7/SC-3/AH-3 2001: 215-225

George Ghinea, George D. Magoulas: Perceptual Considerations for Quality of Service Management: An Integrated Architecture. User Modeling 2001: 234-236

Michael N. Vrahatis, George D. Magoulas, Vassilis P. Plagianakos: Globally Convergent Modification of the Quickprop Method. Neural Processing Letters 12(2): 159-170 (2000)

George D. Magoulas, Michael N. Vrahatis: A class of adaptive learning rate algorithms derived by one-dimensional subminimization methods. Neural Parallel & Scientific Comp. 8(2): 147-168 (2000)

Kyparisia A. Papanikolaou, George D. Magoulas, Maria Grigoriadou: A Connectionist Approach for Supporting Personalized Learning in a Web-Based Learning Environment. AH 2000: 189-201

S. A. Karkanis, Dimitrios K. Iakovidis, Dimitrios E. Maroulis, Nikiforos G. Theofanous, George D. Magoulas: Tumor Recognition in Endoscopic Video Images Using Artificial Neural Network Architectures. EUROMICRO 2000: 2423-

George D. Magoulas, Vassilis P. Plagianakos, Michael N. Vrahatis: Development and Convergence Analysis of Training Algorithms with Local Learning Rate Adaptation. IJCNN (1) 2000: 21-26

Kyparisia A. Papanikolaou, George D. Magoulas, Maria Grigoriadou: Computational Intelligence in Adaptive Educational Hypermedia. IJCNN (6) 2000: 629-636

George D. Magoulas, Michael N. Vrahatis, George S. Androulakis: Improving the Convergence of the Backpropagation Algorithm Using Learning Rate Adaptation Methods. Neural Computation 11(7): 1769-1796 (1999)

S. A. Karkanis, George D. Magoulas, Maria Grigoriadou, Dimitris A. Karras: Neural Network based Textural Labeling of Images in Multimedia Applications. EUROMICRO 1999: 2392-

George D. Magoulas, Kyparisia A. Papanikolaou, Maria Grigoriadou: Towards a Computationally Intelligent Lesson Adaptation for a Distance Learning Course. ICTAI 1999: 5-12

George D. Magoulas, Michael N. Vrahatis, George S. Androulakis: Effective Backpropagation Training with Variable Stepsize. Neural Networks 10(1): 69-82 (1997)