Krzysztof Michalak

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This page presents the areas of my research interests, current work and some publications. For a full publications list see Publications section. Currently, I work mainly on improvement of evolutionary optimization algoritmhs, on graph-based problems as well as on some applications.

• Graph-based Problems


• LDEE - Low-Dimensional Euclidean Embedding for Visualization of Search Spaces in Combinatorial Optimization method


• Evolutionary Optimization Algorithms


• Applications in Finance


• Applications in Robotics

In this section links to tools used in some papers can be found.

• Tools for the LDEE method are available here.
  
  
• Under the following link you can download a tool for optimization of Poincaré sections used in the analysis of the behaviour of dynamical systems.
  Download page
  

Look for the title of the paper in the list below.

2021

• GECCO 2021 paper "Generating Hard Inventory Routing Problem Instances using Evolutionary Algorithms".

2019

• IEEE Transactions on Evolutionary Computation paper "Low-Dimensional Euclidean Embedding for Visualization of Search Spaces in Combinatorial Optimization method".
  
  
• GECCO 2019 paper "Surrogate-based Optimization for Reduction of Contagion Susceptibility in Financial Systems".

2015

• Chaos, Solitons & Fractals paper "Optimization of Poincaré sections for discriminating between stochastic and deterministic behavior of dynamical systems".