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Applied Mathematics and Computation
Peng, C.C. and Magoulas, George D. (2011) Nonmonotone BFGS-trained recurrent neural networks for temporal sequence processing. Applied Mathematics and Computation 217 (12), pp. 5421-5441. ISSN 0096-3003.
Applied Soft Computing
Magoulas, George D. and Plagianakos, V.P. and Vrahatis, M.N. (2004) Neural network-based colonoscopic diagnosis using on-line learning and differential evolution. Applied Soft Computing 4 (4), pp. 369-379. ISSN 1568-4946.
Artificial Life
Kohli, Maitrei and Magoulas, George D. and Thomas, Michael (2020) Evolving Connectionist Models to capture population variability across language development: modelling children’s past tense formation. Artificial Life 26 (2), pp. 217-241. ISSN 1064-5462.
British Journal of Educational Technology
de Freitas, Sara and Rebolledo-Mendez, G. and Liarokapis, F. and Magoulas, George D. and Poulovassilis, Alexandra (2010) Learning as immersive experiences: using the four-dimensional framework for designing and evaluating immersive learning experiences in a virtual world. British Journal of Educational Technology 41 (1), pp. 69-85. ISSN 0007-1013.
Computer Methods and Programs in Biomedicine
Plagianakos, V.P. and Magoulas, George D. and Vrahatis, M.N. (2006) Distributed computing methodology for training neural networks in an image-guided diagnostic application. Computer Methods and Programs in Biomedicine 81 (3), pp. 228-235. ISSN 0169-2607.
Computers & Education
Noss, R. and Poulovassilis, Alexandra and Geraniou, E. and Gutierrez-Santos, Sergio and Hoyles, C. and Kahn, K. and Magoulas, George D. and Mavrikis, M. (2012) The design of a system to support exploratory learning of algebraic generalisation. Computers & Education 59 (1), pp. 63-81. ISSN 0360-1315.
Engineering Applications of Neural Networks: 13th International Conference
Kohli, M. and Magoulas, George D. and Thomas, Michael S.C. (2012) Hybrid computational model for producing English past tense verbs. In: Jayne, C. and Yue, S. and Iliadis, L.S. (eds.) Engineering Applications of Neural Networks: 13th International Conference. Communications in Computer and Information Science 311. Springer. ISBN 9783642329098.
Enterprise Information Systems
Tomasz, Sikora and Magoulas, George D. (2021) Neural Adaptive Admission Control Framework: SLA-driven action termination for real-time application service management. Enterprise Information Systems 15 (2), pp. 133-173. ISSN 1751-7575.
European Journal of Medicinal Chemistry
Sadikoglou, E. and Magoulas, George D. and Theodoropoulou, C. and Athanassopoulos, C.M. and Giannopoulou, E. and Theodorakopoulou, O. and Drainas, D. and Papaioannou, D. and Papadimitriou, E. (2009) Effect of conjugates of all-trans-retinoic acid and shorter polyene chain analogues with amino acids on prostate cancer cell growth. European Journal of Medicinal Chemistry 44 (8), pp. 3175-3187. ISSN 0223-5234.
Magoulas, George D. and Papaioannou, D. and Papadimou, E. and Drainas, D. (2009) Preparation of spermine conjugates with acidic retinoids with potent ribonuclease P inhibitory activity. European Journal of Medicinal Chemistry 44 (6), pp. 2689-2695. ISSN 0223-5234.
Expert Systems with Applications
Cocea, Mihaela and Magoulas, George D. (2012) User behaviour-driven group formation through case-based reasoning and clustering. Expert Systems with Applications 39 (10), pp. 8756-8768. ISSN 0957-4174.
Frias-Martinez, E. and Magoulas, George D. and Chen, S. and Macredie, R. (2005) Modeling human behavior in user-adaptive systems: recent advances using soft computing techniques. Expert Systems with Applications 29 (2), pp. 320-329. ISSN 0957-4174.
IEEE Transactions on Learning Technologies
Cocea, M. and Magoulas, George D. (2017) Design and evaluation of a case-based system for modelling exploratory learning behaviour of math generalisation. IEEE Transactions on Learning Technologies , ISSN 1939-1382.
IEEE Transactions on Multimedia
Ghinea, G. and Magoulas, George D. and Siamitros, C. (2005) Intelligent synthesis mechanism for deriving streaming priorities of multimedia content. IEEE Transactions on Multimedia 7 (6), 1047 -1053. ISSN 1520-9210.
IEEE Transactions on Nanobioscience
O'Neill, P. and Magoulas, George D. and Liu, X. (2003) Improved processing of microarray data using image reconstruction techniques. IEEE Transactions on Nanobioscience 2 (4), pp. 176-183. ISSN 1536-1241.
IEEE Transactions on Systems, Man and Cybernetics, Part A: Systems and Humans
Ghinea, G. and Magoulas, George D. and Siamitros, C. (2005) Multicriteria decision making for enhanced perception-based multimedia communication. IEEE Transactions on Systems, Man and Cybernetics, Part A: Systems and Humans 35 (6), 855 -866. ISSN 1083-4427.
Informatics
Karagkiozoglou, Konstantinos and Magoulas, George D. (2016) Ubiquitous learning architecture to enable learning path design across the cumulative learning continuum. Informatics 3 (4), p. 19. ISSN 2227-9709.
Information Sciences
Cocea, Mihaela and Magoulas, George D. (2015) Participatory learner modelling design: a methodology for iterative learner models development. Information Sciences 321 , pp. 48-70. ISSN 0020-0255.
Stathacopoulou, R. and Magoulas, George D. and Grigoriadou, M. and Samarakou, M. (2005) Neuro-fuzzy knowledge processing in intelligent learning environments for improved student diagnosis. Information Sciences 170 (2-4), pp. 273-307. ISSN 0020-0255.
International Journal of Artificial Intelligence Tools
Peng, C.C. and Magoulas, George D. (2008) Advanced adaptive nonmonotone conjugate gradient training algorithm for recurrent neural networks. International Journal of Artificial Intelligence Tools 17 (5), pp. 963-984. ISSN 0218-2130.
International Journal of Digital Literacy and Digital Competence
Papanikolaou, K. and Makrh, K. and Magoulas, George D. and Chinou, D. and Georgalas, A. and Roussos, P. (2016) Synthesizing technological and pedagogical knowledge in learning design: a case study in teacher training on technology enhanced learning. International Journal of Digital Literacy and Digital Competence 7 (1), ISSN 1947-3494.
International Journal of Hybrid Intelligent Systems
Cocea, Mihaela and Magoulas, George D. (2009) Hybrid model for learner modelling and feedback prioritisation in exploratory learning. International Journal of Hybrid Intelligent Systems 6 (4), pp. 211-230. ISSN 1448-5869.
International Journal of Mobile Learning and Organisation
Dimakopoulos, D.N. and Magoulas, George D. (2009) Interface design and evaluation of a personal information space for mobile learners. International Journal of Mobile Learning and Organisation 3 (4), pp. 440-463. ISSN 1746-725X.
Journal of Computational and Applied Mathematics
Anastasiadis, A.D. and Magoulas, George D. and Vrahatis, M.N. (2006) Improved sign-based learning algorithm derived by the composite nonlinear Jacobi process. Journal of Computational and Applied Mathematics 191 (2), pp. 166-178. ISSN 0377-0427.
Journal of Computer Assisted Learning
Laurillard, D. and Charlton, P. and Craft, B. and Dimakopoulos, D.N. and Ljubojevic, D. and Magoulas, George D. and Masterman, E. and Pujadas, R. and Whitley, E.A. and Whittlestone, K. (2013) A constructionist learning environment for teachers to model learning designs. Journal of Computer Assisted Learning 29 (1), pp. 15-30. ISSN 0266-4909.
Journal of Enterprise Information Management
Haq, Anwar and Magoulas, George D. and Jamal, A. and Majeed, A. and Sloan, D. (2018) Users perceptions of e-learning environments and services effectiveness: the emergence of the concept functionality model. Journal of Enterprise Information Management 31 (1), pp. 89-111. ISSN 1741-0398.
Journal of Machine Learning Research
Adam, S.P. and Magoulas, George D. and Karras, D.A. and Vrahatis, M.N. (2016) Bounding the search space for global optimization of neural networks learning error: an interval analysis approach. Journal of Machine Learning Research 17 , pp. 1-40. ISSN 1533-7928.
Journal of Network and Computer Applications
Magoulas, George D. and Ghinea, G. (2007) Intelligence-based adaptation for ubiquitous multimedia communications. Journal of Network and Computer Applications 30 (3), 955 - 957. ISSN 1084-8045.
Neural Computing and Applications
Mosca, Alan and Magoulas, George D. (2018) Customised ensemble methodologies for deep learning: boosted residual networks and related approaches. Neural Computing and Applications 31 (6), pp. 1713-1731. ISSN 0941-0643.
Peng, C.C. and Magoulas, George D. (2011) Nonmonotone Levenberg–Marquardt training of recurrent neural architectures for processing symbolic sequences. Neural Computing and Applications 20 (6), pp. 897-908. ISSN 0941-0643.
Neural Networks
Adam, S.P. and Karras, D.A. and Magoulas, George D. and Vrahatis, M.N. (2014) Solving the linear interval tolerance problem for weight initialization of neural networks. Neural Networks 54 , pp. 17-37. ISSN 0893-6080.
Pervasive Computing and Communications (PerCom), 2017 IEEE International Conference on
Stamate, Cosmin and Magoulas, George D. and Kueppers, S. and Nomikou, E. and Daskalopoulos, I. and Luchini, M.U. and Moussouri, T. and Roussos, George (2017) Deep learning Parkinson's from smartphone data. In: UNSPECIFIED (ed.) 2017 IEEE International Conference on Pervasive Computing and Communications (PerCom). IEEE Computer Society, pp. 31-40. ISBN 9781509043279.
Pervasive and Mobile Computing
Stamate, C. and Magoulas, George D. and Kueppers, S. and Nomikou, E. and Daskalopoulos, I. and Jha, A. and Pons, J.S. and Rothwell, J. and Luchini, M.U. and Moussouri, T. and Iannone, M. and Roussos, George (2018) The cloudUPDRS app: a medical device for the clinical assessment of Parkinson's Disease. Pervasive and Mobile Computing 43 , pp. 146-166. ISSN 1574-1192.
Roussos, George and Musolesi, M. and Magoulas, George D. (2010) Human behavior in ubiquitous environments: experience and interaction design. Pervasive and Mobile Computing 6 (5), pp. 497-498. ISSN 1574-1192.
Roussos, George and Musolesi, M. and Magoulas, George D. (2010) Introduction. Pervasive and Mobile Computing 6 (4), pp. 399-400. ISSN 1574-1192.
Sensors
Herzog, Nitsa J. and Magoulas, George D. (2021) Brain asymmetry detection and machine learning classification for diagnosis of early Dementia. Sensors 21 (3), ISSN 1424-8220.
Soft Computing
Mosca, Alan and Magoulas, George D. (2018) Hardening against adversarial examples with the smooth gradient method. Soft Computing 22 (10), pp. 3203-3213. ISSN 1432-7643.
Sikora, T.D. and Magoulas, George D. (2016) Evolutionary approaches to signal decomposition in an application service management system. Soft Computing 20 (8), pp. 3063-3084. ISSN 1432-7643.
Technology, Pedagogy and Education
Charlton, P. and Magoulas, George D. and Laurillard, D. (2012) Enabling creative learning design through semantic technologies. Technology, Pedagogy and Education 21 (2), pp. 231-253. ISSN 1475-939X.
The European Physical Journal B - Condensed Matter and Complex Systems
Anastasiadis, A.D. and Magoulas, George D. (2006) Evolving stochastic learning algorithm based on Tsallis entropic index. The European Physical Journal B - Condensed Matter and Complex Systems 50 (1-2), pp. 277-283. ISSN 1434-6028.
The Open Cybernetics & Systemics Journal
Anastasiadis, A.D. and Magoulas, George D. (2008) Particle swarms and nonextensive statistics for nonlinear optimisation. The Open Cybernetics & Systemics Journal 2 , pp. 173-179. ISSN 1874-110X.