Gašper Petelin

About
Activities
Publications
Projects
Gašper Petelin,
Building D, Floor 1, Room D45a
+386 1 477 3616
gasper.petelin@ijs.si
http://cs.ijs.si/petelin/
About
Activities
Academic
Research
Publications
Journal articles
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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
Models for forecasting the traffic flow within the city of Ljubljana
Four algorithms to solve symmetric multi-type non-negative matrix tri-factorization problem
Conference papers
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Impact of Scaling in ELA Feature Calculation on Algorithm Selection Cross-Benchmark Transferability
TransOptAS: Transformer-Based Algorithm Selection for Single-Objective Optimization
Traffic Forecasting With Uncertainty: A Case for Conformalized Quantile Regression
DynamoRep: Trajectory-Based Population Dynamics for Classification of Black-box Optimization Problems
How Far Out of Distribution Can We Go With ELA Features and Still Be Able to Rank Algorithms?
Books & Chapters
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Reliability Improvements for In-Wheel Motor
Memetic Algorithm and Evolutionary Operators for Multi-Objective Matrix Tri-Factorization Problem
Projects
Research
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Fleet and traffic management systems for conducting future cooperative mobility
Auto-OPT: Automated selection and configuration of single-objective continuous optimization algorithms
Crossing borders and scales: CFD and High-performance computing
Representation Learning of Landscape Spaces for Explainable Performance of Stochastic Optimization Algorithms
Intelligent Reliability 4.0
Applied
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