Global ETD Search
Search theses and dissertations gathered from participating repositories worldwide. Every result links back to the library that holds it. No account is needed.
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Showing 1 to 4 of 4 for “"Beyond-accuracy"”.
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Machine Learning Beyond Accuracy: A Features Perspective On Model Generalization
Prompted by its performance on a variety of benchmark tasks, machine learning (ML) is now being applied to tackle real-world problems. Yet, there is growing evidence that benchmark performance does not convey the full picture. Existing ML models turn out to be remarkably brittle: a striking example …
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Active learning in recommender systems: an unbiased and beyond-accuracy perspective
… and impact is measured in terms of prediction accuracy or recommendation relevance. Furthermore, the traditional AL evaluation does not take into account the bias problem. As brought to light by recent RS literature, this is a problem that affects the offline evaluation of RS; it arises when a …
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Optimizing Multi-Dimensional Efficiency of Foundation Models: From Fine-Tuning to Inference
… significant. Evaluating AI systems should extend beyond accuracy and wall-clock performance to treat sustainability as a first-class objective. However, optimizing sustainability of AI systems is challenging due to the inherently multi-dimensional nature of efficiency (e.g., runtime, memory …
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The Potential of Event Data Recorders to Improve Impact Injury Assessment in Real World Crashes
… affected the quantity, resolution, duration, and accuracy of the recorded data elements. Thus, there was not only a demand to reestablish confidence in the data, but a need to demonstrate the potential of the data. The objectives of the research presented in this dissertation were to (1) validate …