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arXiv2d ago
4.3

Does Dimensionality Reduction via Random Projections Preserve Landscape Features?

Iv\'an Olarte Rodr\'iguez, Anja Jankovic, Thomas B\"ack, Elena Raponi

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Analysis

Viral velocity
low
Implementation gapYES
Novelty5/10
Categorypaper
Topics
optimizationtheory

Opportunity Brief

Create a diagnostic visualization toolkit for Exploratory Landscape Analysis (ELA) under random projections. Help developers understand how their black-box optimization problems map to reduced dimensions.

Suggested repo: LandscapeViz

"Does your dimensionality reduction lie to your optimizer?"

Estimated effort: 20h