Jakub Nalepa
3 papers in the PaperMetrix corpus
Papers by this author
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Optimizing Kernel-Target Alignment for cloud detection in multispectral satellite images
2023 · arXiv (Cornell University)
The optimization of Kernel-Target Alignment (TA) has been recently proposed as a way to reduce the number of hardware resources in quantum classifiers. It allows to exchange highly expressive and costly circuits to moderate size, …
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OPSSAT-AD - anomaly detection dataset for satellite telemetry
2024 · arXiv (Cornell University)
Detecting anomalous events in satellite telemetry is a critical task in space operations. This task, however, is extremely time-consuming, error-prone and human dependent, thus automated data-driven anomaly detection algorithms have been emerging at a steady …
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Utility of Quantum Kernel Machines in Remote Sensing Applications
2024
We investigate the runtime of quantum kernel estimation in the view of quantum kernel concentration effect. The study is performed for projected quantum kernel family evaluated on hyperspectral remote sensing data. The effect of exponential …