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This page contains my academic achievements in reverse
chronological order. Essentially here you can find stuff which I
consider interesting. Unfortunately, some of them are available only in
Greek. For a complete list of my publications you should try the following page.
Ph.D
I started working on my Ph.D [pdf | ppt] on 2006 and
got my diploma on 2010. My research focused on distributed knowledge
discovery and particularly on the effective and efficient
preprocessing of data by means of distributed dimensionality
reduction. The latter is getting more and more important
as the rate of data
generation and distribution significantly outperforms our
ability to explore and analyse it. The contribution of my work is
captured in the following list:
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A novel algorithm, FEDRA, was
introduced . FEDRA is a
dimensionality reduction algorithm which poses minimum time and
space requirements and is ideal for large datasets of particularly high cardinality
and dimensionality [src and
more].
Inspired by
the nature of landmark based dimensionality reduction algorithms,
the distributed adaptation of FEDRA has been developed
and its underlying methodology was extended in order to
derive a framework for the decentralization of any landmark based
dimensionality reduction algorithm
A distributed non
linear dimensionality reduction algorithm, the Distributed Isomap, was also
proposed, which to the
best of my knowledge comprises the first of this kind [src and
more].
Finally, X-SDR has been
introduced, an
open-source tool that enables the integration and evaluation
of any dimensionality reduction algorithm.
M.Sc
During my master studies I undertook
various courses that changed my perception regarding the role and
operation of an Information System in the context of an
organization. Here you can find four essays which I consider
extremely interesting.
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