Biographical
info
I was educated at the University of Patras, Greece, in Electrical and Computer
Engineering (BEng/MEng, PhD). I hold a Post Graduate Certificate
in Teaching and Learning in Higher Education from Brunel University,
UK. I have been teaching and researching in the area of Intelligent Adaptive
and Learning Systems since 1993. My research activities fall under the umbrella
of intelligent technologies involving key information processing methods such
as fuzzy systems, neural networks, and global search, in particular
differential evolution and particle swarms. They are aimed at the development
of intelligent systems that exhibit different levels of learning, seamlessly
combine explicit knowledge representation with significant learning
capabilities, and can handle uncertainty which is inherent in complex
environments. The above constitute a conceptual framework within which more
specific methodological topics are pursued, and there are several well defined,
coherent research streams:
Neural networks and
learning systems - I have been researching in this area since 1993. My work is
focused on supervised learning and pattern classification. I have developed new
learning algorithms that provide improved learning, studied the convergence
behaviour of existing and new learning algorithms, and applied advanced
training schemes in applications in medical imaging, microarray image analysis
and protein localisation. My work started with deterministic approaches to
learning based on optimisation theory but gradually shifted towards stochastic
and hybrid techniques, such as the new approaches inspired by the theory of nonextensive statistics. The last couple of years, I worked
together with my PhD students towards developing effective learning methods for
dynamic neural networks and for capturing temporal behaviours in evolving
environments.
Techniques for searching,
adaptation and evolution - I have been researching in this since finishing with my PhD. My
work in this area has concentrated on researching new approaches to learning in
adaptive systems through optimisation, and includes intelligent technologies
that combine adaptation and evolution to solve difficult problems in complex
environments. This relates to one of the most important research challenges
today, which is to further develop intelligent systems theory towards the
design of systems with a higher level of flexibility and autonomy that are able
to develop their understanding of the environment and, ultimately, their
intelligence.
Adaptive and personalised
systems -
my work in this area started in 2000 and has been expanded with my involvement
in the London Knowledge Lab when I joined Birkbeck in
2004. The main thrust here is in the development of intelligence-based
adaptation techniques for adaptive and personalised systems with applications
in education and lifelong learning. My work in this area has led so far to a
series of research grants from UK funding agencies, including the EPSRC, the
ESRC, the AHRC and the JISC.
My
research work has received awards from the ACM (in 2009, for work in
Evolutionary Computation), the IEEE (in 2000 and in 2008, for work in Neural
Networks Learning and in Feature Selection respectively), the EUNITE (in 2001
and in 2004, for work on Neural Networks for Medical Imaging and Bioinformatics
respectively) and the IADIS (in 2006, for work in personalised systems).
Before
joining academia I held R&D positions in industry, between 1990 and 1993
with AMBER S.A (a subsidiary of the HERACLES General Cement Company, Athens,
Greece - member of the Lafarge Group) and between 1997 and 1998 with SYNDESIS
Ltd, where I worked in several national and international projects on the
development of embedded systems employing soft computing and computational
intelligence methodologies. In 1998, I took up the post of research fellow in
the Department
of Informatics and Telecommunications at the University of Athens
where I participated on EU-funded projects, and national projects in the area
of medical imaging and educational
technology. This was followed in 1999 by a postdoctoral fellowship
(funded by the Greek State Scholarships Foundations) in the Department
of Mathematics at the University of Patras
to research new approaches to learning in adaptive systems through
optimisation. In 2000, I joined the
Department of Information Systems and
Computing at Brunel University, where I worked first as a Lecturer
and later on as a Senior Lecturer. In 2004, I moved to Birkbeck
College, University of London, where I am currently Professor of Computer
Science in the Department of Computer Science and Information Systems.
I
have (co-)edited three books, entitled Adaptable and Adaptive
Hypermedia Systems (2005), Advances in Web-based
Education: Personalized Learning Environments (2006), and E-Infrastructures
and Technologies for Lifelong Learning (2011). I am a member of
the EPSRC
College, the IEEE, the User
Modeling Inc, the International Artificial
Intelligence in Education Society and the Hellenic Artificial Intelligence
Society, and a Charted Engineer, member of the Technical
Chamber of Greece since 1990.
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