George D. Magoulas

Orcid: 0000-0003-1884-0772

Affiliations:
  • Birkbeck, University of London, UK


According to our database1, George D. Magoulas authored at least 152 papers between 1995 and 2022.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

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Bibliography

2022
Convolutional Neural Networks-Based Framework for Early Identification of Dementia Using MRI of Brain Asymmetry.
Int. J. Neural Syst., 2022

Predicting Seriousness of Injury in a Traffic Accident: A New Imbalanced Dataset and Benchmark.
Proceedings of the Engineering Applications of Neural Networks, 2022

2021
Brain Asymmetry Detection and Machine Learning Classification for Diagnosis of Early Dementia.
Sensors, 2021

Neural adaptive admission control framework: SLA-driven action termination for real-time application service management.
Enterp. Inf. Syst., 2021

Deep Learning Topology-Preserving EEG-Based Images for Autism Detection in Infants.
Proceedings of the 22nd Engineering Applications of Neural Networks Conference, 2021

Deep Learning of Brain Asymmetry Images and Transfer Learning for Early Diagnosis of Dementia.
Proceedings of the 22nd Engineering Applications of Neural Networks Conference, 2021

Creating Ensembles of Generative Adversarial Network Discriminators for One-Class Classification.
Proceedings of the 22nd Engineering Applications of Neural Networks Conference, 2021

Transfer Learning and Magnetic Resonance Imaging Techniques for the Deep Neural Network-Based Diagnosis of Early Cognitive Decline and Dementia.
Proceedings of the Computational Intelligence Methods for Bioinformatics and Biostatistics, 2021

2020
Evolving Connectionist Models to Capture Population Variability across Language Development: Modeling Children's Past Tense Formation.
Artif. Life, 2020

2019
Customised ensemble methodologies for deep learning: Boosted Residual Networks and related approaches.
Neural Comput. Appl., 2019

Challenging the Alignment of Learning Design Tools with HE Lecturers' Learning Design Practice.
Proceedings of the Transforming Learning with Meaningful Technologies, 2019

2018
Hardening against adversarial examples with the smooth gradient method.
Soft Comput., 2018

The cloudUPDRS app: A medical device for the clinical assessment of Parkinson's Disease.
Pervasive Mob. Comput., 2018

Users' perceptions of e-learning environments and services effectiveness: The emergence of the concept functionality model.
J. Enterp. Inf. Manag., 2018

2017
Design and Evaluation of a Case-Based System for Modelling Exploratory Learning Behavior of Math Generalization.
IEEE Trans. Learn. Technol., 2017

Design and Evaluation of Adaptive Feedback to Foster ICT Information Processing Skills in Young Adults.
Proceedings of the 26th International Conference on World Wide Web Companion, 2017

Deep learning Parkinson's from smartphone data.
Proceedings of the 2017 IEEE International Conference on Pervasive Computing and Communications, 2017

Massive open online courses in software engineering education.
Proceedings of the 2017 IEEE Frontiers in Education Conference, 2017

Training convolutional networks with weight-wise adaptive learning rates.
Proceedings of the 25th European Symposium on Artificial Neural Networks, 2017

Boosted Residual Networks.
Proceedings of the Engineering Applications of Neural Networks, 2017

2016
Evolutionary approaches to signal decomposition in an application service management system.
Soft Comput., 2016

Bounding the Search Space for Global Optimization of Neural Networks Learning Error: An Interval Analysis Approach.
J. Mach. Learn. Res., 2016

Ubiquitous Learning Architecture to Enable Learning Path Design across the Cumulative Learning Continuum.
Informatics, 2016

Synthesizing Technological and Pedagogical Knowledge in Learning Design: A Case Study in Teacher Training on Technology Enhanced Learning.
Int. J. Digit. Lit. Digit. Competence, 2016

Learning Input Features Representations in Deep Learning.
Proceedings of the Advances in Computational Intelligence Systems, 2016

Teachers' Perspectives on Design for Learning using Computer based Information Systems: a Systematic literature Review.
Proceedings of the UKAIS 2016, 2016

Analysing engagement in an online management programme and implications for course design.
Proceedings of the Sixth International Conference on Learning Analytics & Knowledge, 2016

Initialising Deep Neural Networks: An Approach Based on Linear Interval Tolerance.
Proceedings of SAI Intelligent Systems Conference (IntelliSys) 2016, 2016

Approaches to Design for Learning.
Proceedings of the Advances in Web-Based Learning - ICWL 2016, 2016

A Review, Timeline, and Categorization of Learning Design Tools.
Proceedings of the Advances in Web-Based Learning - ICWL 2016, 2016

Deep Incremental Boosting.
Proceedings of the GCAI 2016. 2nd Global Conference on Artificial Intelligence, September 19, 2016

2015
Participatory Learner Modelling Design: A methodology for iterative learner models development.
Inf. Sci., 2015

Transfer learning approach for financial applications.
CoRR, 2015

Adapting Resilient Propagation for Deep Learning.
CoRR, 2015

Reliable estimation of a neural network's domain of validity through interval analysis based inversion.
Proceedings of the 2015 International Joint Conference on Neural Networks, 2015

2014
Solving the linear interval tolerance problem for weight initialization of neural networks.
Neural Networks, 2014

Search-guided activity signals extraction in application service management control.
Proceedings of the 14th UK Workshop on Computational Intelligence, 2014

2013
A constructionist learning environment for teachers to model learning designs.
J. Comput. Assist. Learn., 2013

Neural Adaptive Control in Application Service Management Environment.
Evol. Syst., 2013

Transfer learning across heterogeneous tasks using behavioural genetic principles.
Proceedings of the 13th UK Workshop on Computational Intelligence, 2013

2012
User behaviour-driven group formation through case-based reasoning and clustering.
Expert Syst. Appl., 2012

The design of a system to support exploratory learning of algebraic generalisation.
Comput. Educ., 2012

Learning Task-Related Strategies from User Data through Clustering.
Proceedings of the 12th IEEE International Conference on Advanced Learning Technologies, 2012

Hybrid Computational Model for Producing English Past Tense Verbs.
Proceedings of the Engineering Applications of Neural Networks, 2012

Direct Zero-Norm Minimization for Neural Network Pruning and Training.
Proceedings of the Engineering Applications of Neural Networks, 2012

2011
Nonmonotone Levenberg-Marquardt training of recurrent neural architectures for processing symbolic sequences.
Neural Comput. Appl., 2011

Nonmonotone BFGS-trained recurrent neural networks for temporal sequence processing.
Appl. Math. Comput., 2011

Context-Dependent Feedback Prioritisation in Exploratory Learning Revisited.
Proceedings of the User Modeling, Adaption and Personalization, 2011

TMBL kernels for CUDA GPUs compile faster using PTX: computational intelligence on consumer games and graphics hardware.
Proceedings of the 13th Annual Genetic and Evolutionary Computation Conference, 2011

Identifying similarities in TMBL programs with alignment to quicken their compilation for GPUs: computational intelligence on consumer games and graphics hardware.
Proceedings of the 13th Annual Genetic and Evolutionary Computation Conference, 2011

2010
Human behavior in ubiquitous environments: Experience and interaction design.
Pervasive Mob. Comput., 2010

Introduction to the special issue on "Human Behavior in Ubiquitous Environments: Modeling of Human Mobility Patterns".
Pervasive Mob. Comput., 2010

Learning as immersive experiences: Using the four-dimensional framework for designing and evaluating immersive learning experiences in a virtual world.
Br. J. Educ. Technol., 2010

Adaptive Modelling of Users' Strategies in Exploratory Learning Using Case-Based Reasoning.
Proceedings of the Knowledge-Based and Intelligent Information and Engineering Systems, 2010

Group Formation for Collaboration in Exploratory Learning Using Group Technology Techniques.
Proceedings of the Knowledge-Based and Intelligent Information and Engineering Systems, 2010

Layered Development and Evaluation for Intelligent Support in Exploratory Environments: The Case of Microworlds.
Proceedings of the Intelligent Tutoring Systems, 10th International Conference, 2010

A Case-Based Reasoning Approach to Provide Adaptive Feedback in Microworlds.
Proceedings of the Intelligent Tutoring Systems, 10th International Conference, 2010

Identifying user strategies in exploratory learning with evolving task modelling.
Proceedings of the 5th IEEE International Conference on Intelligent Systems, 2010

Self-configurable framework for enabling context-aware learning design.
Proceedings of the 5th IEEE International Conference on Intelligent Systems, 2010

Autonomic Computing and Ontologies to Enable Context-aware Learning Design.
Proceedings of the 22nd IEEE International Conference on Tools with Artificial Intelligence, 2010

Tweaking a tower of blocks leads to a TMBL: Pursuing long term fitness growth in program evolution.
Proceedings of the IEEE Congress on Evolutionary Computation, 2010

Sequence Detection for Adaptive Feedback Generation in an Exploratory Environment for Mathematical Generalisation.
Proceedings of the Artificial Intelligence: Methodology, 2010

2009
Sequence Processing with Recurrent Neural Networks.
Proceedings of the Encyclopedia of Artificial Intelligence (3 Volumes), 2009

Interface design and evaluation of a personal information space for mobile learners.
Int. J. Mob. Learn. Organisation, 2009

Hybrid model for learner modelling and feedback prioritisation in exploratory learning.
Int. J. Hybrid Intell. Syst., 2009

Developing an Evaluation Methodology for Immersive Learning Experiences in a Virtual World.
Proceedings of the 2009 Conference in Games and Virtual Worlds for Serious Applications, 2009

Context-Dependent Personalised Feedback Prioritisation in Exploratory Learning for Mathematical Generalisation.
Proceedings of the User Modeling, 2009

Strategies to minimise the total run time of cyclic graph based genetic programming with GPUs.
Proceedings of the Genetic and Evolutionary Computation Conference, 2009

Searching for "People Like Me" in a Lifelong Learning System.
Proceedings of the Learning in the Synergy of Multiple Disciplines, 2009

Nonmonotone Learning of Recurrent Neural Networks in Symbolic Sequence Processing Applications.
Proceedings of the Engineering Applications of Neural Networks, 2009

An Eco-Friendly Intelligent Environment for Exploring Mathematical Generalisation.
Proceedings of the Artificial Intelligence in Education: Building Learning Systems that Care: From Knowledge Representation to Affective Modelling, 2009

Identifying strategies in user's exploratory learning behaviour for mathematical generalisation.
Proceedings of the Artificial Intelligence in Education: Building Learning Systems that Care: From Knowledge Representation to Affective Modelling, 2009

Enabling creative learning design: how HCI, User Modelling and Human Factors help.
Proceedings of the Artificial Intelligence in Education: Building Learning Systems that Care: From Knowledge Representation to Affective Modelling, 2009

2008
Advanced Adaptive Nonmonotone Conjugate Gradient Training Algorithm for Recurrent Neural Networks.
Int. J. Artif. Intell. Tools, 2008

Using Similarity Metrics for Matching Lifelong Learners.
Proceedings of the Intelligent Tutoring Systems, 9th International Conference, 2008

TREAD: a new genetic programming representation aimed at research of long term complexity growth.
Proceedings of the Genetic and Evolutionary Computation Conference, 2008

L4All, a Web-Service Based System for Lifelong Learners.
Proceedings of the Learning Grid Handbook - Concepts, Technologies and Applications, 2008

2007
User Modeling in Information Portals.
Proceedings of the Encyclopedia of Portal Technologies and Applications (2 Volumes), 2007

Virtual reality in the e-Society.
Virtual Real., 2007

Intelligence-based adaptation for ubiquitous multimedia communications.
J. Netw. Comput. Appl., 2007

Computational intelligence in medicine and biology.
Appl. Intell., 2007

Adaptive Nonmonotone Conjugate Gradient Training Algorithm for Recurrent Neural Networks.
Proceedings of the 19th IEEE International Conference on Tools with Artificial Intelligence (ICTAI 2007), 2007

Adaptive Self-scaling Non-monotone BFGS Training Algorithm for Recurrent Neural Networks.
Proceedings of the Artificial Neural Networks, 2007

Adaptive particle swarm optimizer with nonextensive schedule.
Proceedings of the Genetic and Evolutionary Computation Conference, 2007

2006
Evolutionary training of hardware realizable multilayer perceptrons.
Neural Comput. Appl., 2006

Analysing the localisation sites of proteins through neural networks ensembles.
Neural Comput. Appl., 2006

Human factors in personalised systems and services.
Interact. Comput., 2006

Automated user modeling for personalized digital libraries.
Int. J. Inf. Manag., 2006

Adaptive Algorithms for Neural Network Supervised Learning: a Deterministic Optimization Approach.
Int. J. Bifurc. Chaos, 2006

Approaches to Adaptive Stochastic Search Based on the Nonextensive Q-Distribution.
Int. J. Bifurc. Chaos, 2006

Preface.
Int. J. Artif. Intell. Tools, 2006

Distributed computing methodology for training neural networks in an image-guided diagnostic application.
Comput. Methods Programs Biomed., 2006

Introduction to the special issue on intelligent technologies in medicine and bioinformatics.
Comput. Biol. Medicine, 2006

The development of a system for supporting the lifelong learner.
Br. J. Educ. Technol., 2006

2005
Multicriteria decision making for enhanced perception-based multimedia communication.
IEEE Trans. Syst. Man Cybern. Part A, 2005

Intelligent synthesis mechanism for deriving streaming priorities of multimedia content.
IEEE Trans. Multim., 2005

Sign-based learning schemes for pattern classification.
Pattern Recognit. Lett., 2005

A flexible interface design for Web directories to accommodate different cognitive styles.
J. Assoc. Inf. Sci. Technol., 2005

Neuro-fuzzy knowledge processing in intelligent learning environments for improved student diagnosis.
Inf. Sci., 2005

New globally convergent training scheme based on the resilient propagation algorithm.
Neurocomputing, 2005

Adaptation as a premise for perceptual-based multimedia communications.
Int. J. Inf. Technol. Manag., 2005

Modeling human behavior in user-adaptive systems: Recent advances using soft computing techniques.
Expert Syst. Appl., 2005

Evolving Stochastic Learning Algorithm Based on Tsallis Entropic Index
CoRR, 2005

2004
Cognitive styles and users' responses to structured information representation.
Int. J. Digit. Libr., 2004

Intelligent protocol adaptation in a medical e-collaboration environment.
Int. J. Artif. Intell. Tools, 2004

Neural network-based colonoscopic diagnosis using on-line learning and differential evolution.
Appl. Soft Comput., 2004

A Personalised Interface for Web Directories Based on Cognitive Styles.
Proceedings of the User-Centered Interaction Paradigms for Universal Access in the Information Society, 2004

Using Simulated Students for Machine Learning.
Proceedings of the Intelligent Tutoring Systems, 7th International Conference, 2004

Intelligent Learning Objects: An Agent Based Approach of Learning Objects.
Proceedings of the Intelligent Tutoring Systems, 7th International Conference, 2004

Quality Processing of Microarray Image Data through Image Inpainting and Texture Synthesis.
Proceedings of the 2004 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2004

A Neuro-Fuzzy Approach to Detect Student's Motivation.
Proceedings of the IEEE International Conference on Advanced Learning Technologies, 2004

Integrating Perceptech Requirements in Multimedia Streaming.
Proceedings of the Knowledge-Based Media Analysis for Self-Adaptive and Agile Multi-Media, 2004

A New Learning Rates Adaptation Strategy for the Resilient Propagation Algorithm.
Proceedings of the 12th European Symposium on Artificial Neural Networks, 2004

Recent Soft Computing Approaches to User Modeling in Adaptive Hypermedia.
Proceedings of the Adaptive Hypermedia and Adaptive Web-Based Systems, 2004

2003
Personalizing the Interaction in a Web-based Educational Hypermedia System: the case of INSPIRE.
User Model. User Adapt. Interact., 2003

Adaptive web-based learning: accommodating individual differences through system's adaptation.
Br. J. Educ. Technol., 2003

A Neuro-fuzzy Approach in Student Modeling.
Proceedings of the User Modeling 2003, 2003

Obtaining Quality Microarray Data via Image Reconstruction.
Proceedings of the Advances in Intelligent Data Analysis V, 2003

Classification of Protein Localisation Patterns via Supervised Neural Network Learning.
Proceedings of the Advances in Intelligent Data Analysis V, 2003

Intelligent Protocol Adaptation for Enhanced Medical e-Collaboration.
Proceedings of the Sixteenth International Florida Artificial Intelligence Research Society Conference, 2003

2002
Deterministic nonmonotone strategies for effective training of multilayer perceptrons.
IEEE Trans. Neural Networks, 2002

Globally convergent algorithms with local learning rates.
IEEE Trans. Neural Networks, 2002

Towards new forms of knowledge communication: the adaptive dimension of a web-based learning environment.
Comput. Educ., 2002

General methodology 3: global search strategies for simulation optimisation.
Proceedings of the 34th Winter Simulation Conference: Exploring New Frontiers, 2002

Fuzzy Inference for Student Diagnosis in Adaptive Educational Hypermedia.
Proceedings of the Methods and Applications of Artificial Intelligence, 2002

2001
Neuro-fuzzy synergism for planning the content in a web-based course.
Informatica (Slovenia), 2001

Model-based design and evaluation of interactive applications.
Eur. J. Inf. Syst., 2001

Perceptual Considerations for Quality of Service Management: An Integrated Architecture.
Proceedings of the User Modeling 2001, 8th International Conference, 2001

INSPIRE: An INtelligent System for Personalized Instruction in a Remote Environment.
Proceedings of the Hypermedia: Openness, 2001

Perceptual, considerations in a QoS framework: a fuzzy logic formulation.
Proceedings of the Fourth IEEE Workshop on Multimedia Signal Processing, 2001

Quality of Service for Perceptual Considerations: An Integrated Perspective.
Proceedings of the 2001 IEEE International Conference on Multimedia and Expo, 2001

Evaluation of textural feature extraction schemes for neural network-based interpretation of regions in medical images.
Proceedings of the 2001 International Conference on Image Processing, 2001

Machine Learning in Medical Applications.
Proceedings of the Machine Learning and Its Applications, Advanced Lectures, 2001

2000
A class of adaptive learning rate algorithms derived by one-dimensional subminimization methods.
Neural Parallel Sci. Comput., 2000

Globally Convergent Modification of the Quickprop Method.
Neural Process. Lett., 2000

Computational Intelligence in Adaptive Educational Hypermedia.
Proceedings of the IEEE-INNS-ENNS International Joint Conference on Neural Networks, 2000

Development and Convergence Analysis of Training Algorithms with Local Learning Rate Adaptation.
Proceedings of the IEEE-INNS-ENNS International Joint Conference on Neural Networks, 2000

Tumor Recognition in Endoscopic Video Images Using Artificial Neural Network Architectures.
Proceedings of the 26th EUROMICRO 2000 Conference, 2000

A Connectionist Approach for Supporting Personalized Learning in a Web-Based Learning Environment.
Proceedings of the Adaptive Hypermedia and Adaptive Web-Based Systems, 2000

1999
Improving the Convergence of the Backpropagation Algorithm Using Learning Rate Adaptation Methods.
Neural Comput., 1999

Convergence analysis of the Quickprop method.
Proceedings of the International Joint Conference Neural Networks, 1999

Neural network-based fuzzy modeling of the student in intelligent tutoring systems.
Proceedings of the International Joint Conference Neural Networks, 1999

A connectionist approach for adaptive lesson presentation in a distance learning course.
Proceedings of the International Joint Conference Neural Networks, 1999

Nonmonotone methods for backpropagation training with adaptive learning rate.
Proceedings of the International Joint Conference Neural Networks, 1999

Sign-methods for training with imprecise error function and gradient values.
Proceedings of the International Joint Conference Neural Networks, 1999

Towards a Computationally Intelligent Lesson Adaptation for a Distance Learning Course.
Proceedings of the 11th IEEE International Conference on Tools with Artificial Intelligence, 1999

Nonmonotone learning rules for backpropagation networks.
Proceedings of the 6th IEEE International Conference on Electronics, Circuits and Systems, 1999

Effective neural network training with a different learning rate for each weight.
Proceedings of the 6th IEEE International Conference on Electronics, Circuits and Systems, 1999

Neural Network based Textural Labeling of Images in Multimedia Applications.
Proceedings of the 25th EUROMICRO '99 Conference, 1999

1997
Effective Backpropagation Training with Variable Stepsize.
Neural Networks, 1997

1996
A new method in neural network supervised training with imprecision.
Proceedings of Third International Conference on Electronics, Circuits, and Systems, 1996

1995
A hybrid knowledge representation model in a natural language interface to MS-DOS.
Proceedings of the Seventh International Conference on Tools with Artificial Intelligence, 1995


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