Bogdan Filipič

Prof. Bogdan Filipič

orcid

Research Focus & Metrics

Academic Career Length

32Years (1995-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

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24 March 2014 in IEEE Transactions on Evolutionary Computation
Verified
Journal Article
Open access
TTTea Tušar
Tea Tušar
BFBogdan Filipič
Bogdan Filipič
In evolutionary multiobjective optimization, it is very important to be able to visualize approximations of the Pareto front (called approximation sets) that are found by multiobjective evolutionary algorithms. While scatter plots can be used for visualizing 2-D and 3-D approximation sets, more advanced approaches are needed to handle four or more objectives. This paper presents a comprehensive review of the existing visualization methods used in evolutionary multiobjective optimization, showing their outcomes on two novel 4-D benchmark approximation sets. In addition, a visualization method that uses prosection (projection of a section) to visualize 4-D approximation sets is proposed. The method reproduces the shape, range, and distribution of vectors in the observed approximation sets well and can handle multiple large approximation sets while being robust and computationally inexpensive. Even more importantly, for some vectors, the visualization with prosections preserves the Pareto dominance relation and relative closeness to reference points. The method is analyzed theoretically and demonstrated on several approximation sets.

13 November 2006 in Applied Intelligence
Verified
Journal Article
Closed access
PDF file
TTTea Tušar
Tea Tušar
PKPeter Korošec
Peter Korošec
GPGregor Papa
Gregor Papa
BFBogdan Filipič
Bogdan Filipič
JŠJurij Šilc
Jurij Šilc

1 January 2022 in Applied Soft Computing
Verified
Journal Article
Open access
AVAljoša Vodopija
Aljoša Vodopija
JSJörg Stork
Jörg Stork
TBThomas Bartz-Beielstein
Thomas Bartz-Beielstein
BFBogdan Filipič
Bogdan Filipič

28 June 2012 in Computational Optimization and Applications
Verified
Journal Article
Closed access
PDF file
IFIztok Fister
Iztok Fister
Marjan MernikMarjan Mernik
Marjan Mernik
BFBogdan Filipič
Bogdan Filipič

30 June 2008 in Engineering Applications of Artificial Intelligence
Verified
Journal Article
Closed access
IFIztok Fister
Iztok Fister
Marjan MernikMarjan Mernik
Marjan Mernik
BFBogdan Filipič
Bogdan Filipič

1 March 2014 in Applied Soft Computing
Verified
Journal Article
Closed access
EDErik Dovgan
Erik Dovgan
MJM. Javorski
M. Javorski
TTT. Tušar
T. Tušar
MATJAZ GAMSMATJAZ GAMS
MATJAZ GAMS
BFBogdan Filipič
Bogdan Filipič