Gjorgjina Cenikj

About
Activities
Publications
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Gjorgjina Cenikj,
Building A, Floor 2, Room S6a
+386 1 477 3616
gjorgjina.cenikj@ijs.si
About
Activities
Academic
Research
Publications
Journal articles
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Beyond Landscape Analysis: DynamoRep Features For Capturing Algorithm-Problem Interaction In Single-Objective Continuous Optimization Evolutionary Computation
Landscape Features in Single-Objective Continuous Optimization: Have We Hit a Wall in Algorithm Selection Generalization?
TinyTLA: Topological landscape analysis for optimization problem classification in a limited sample setting
A Cross-Benchmark Examination of Feature-based Algorithm Selector Generalization in Single-Objective Numerical Optimization
Towards understanding the importance of time-series features in automated algorithm performance prediction
Conference papers
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ClustOpt: A Clustering-based Approach for Representing and Visualizing the Search Dynamics of Numerical Optimization Algorithms
A cross-benchmark examination of feature-based algorithm selector generalization in single-objective numerical optimization
Comparing Optimization Algorithms Through the Lens of Search Behavior Analysis
Impact of Scaling in ELA Feature Calculation on Algorithm Selection Cross-Benchmark Transferability
Generalization Ability of Feature-based Performance Prediction Models: A Statistical Analysis across Benchmarks
Books & Chapters
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Neurosymbolic Methods for Food Computing
Explainable Landscape Analysis
Projects
Research
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Leveraging Benchmarking Data for Automated Machine Learning and Optimization
Refined estimation of environmental exposure in vulnerable population groups and its biological and health impact
Artificial Intelligence for Science
Exploring Scientific Literature to Predict Interactions between Food, Diseases, and Drugs using Knowledge Graphs
Auto-OPT: Automated selection and configuration of single-objective continuous optimization algorithms
Applied
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