Articles with "generalization performance" as a keyword



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Radiomics feature analysis and model research for predicting histopathological subtypes of non-small cell lung cancer on CT images: a multi-dataset study.

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Published in 2023 at "Medical physics"

DOI: 10.1002/mp.16233

Abstract: PURPOSE Classifying the subtypes of non-small cell lung cancer (NSCLC) is essential for clinically adopting optimal treatment strategies and improving clinical outcomes, but the histological subtypes are confirmed by invasive biopsy or post-operative examination at… read more here.

Keywords: cell; study; generalization performance; cancer ... See more keywords
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Examining generalization performance in a conditional discrimination task for learners with moderate-to-severe intellectual and developmental disabilities: Using a generalization gradient

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Published in 2018 at "European Journal of Behavior Analysis"

DOI: 10.1080/15021149.2018.1507073

Abstract: ABSTRACT This study examined how differences between teaching stimuli in a conditional discrimination impacted discrimination/generalization outcomes among learners with intellectual and developmental disabilities (IDD). In Study 1, three color sets were identified among 30 typically… read more here.

Keywords: generalization; generalization performance; conditional discrimination; discrimination ... See more keywords

Improving generalization performance of electrocardiogram classification models

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Published in 2023 at "Physiological Measurement"

DOI: 10.1088/1361-6579/acb30f

Abstract: Objective. Recently, many electrocardiogram (ECG) classification algorithms using deep learning have been proposed. Because the ECG characteristics vary across datasets owing to variations in factors such as recorded hospitals and the race of participants, the… read more here.

Keywords: generalization performance; classification; model; challenge ... See more keywords
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Evaluation and Improvement of Generalization Performance of SAR Ship Recognition Algorithms

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Published in 2022 at "IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing"

DOI: 10.1109/jstars.2022.3216623

Abstract: As artificial intelligence continues to advance, deep learning has greatly contributed to the advancement of ship recognition using synthetic aperture radar (SAR) images. Deep learning-based SAR ship recognition performance is largely dependent on the sample… read more here.

Keywords: recognition; generalization performance; sar ship; ship recognition ... See more keywords
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Towards Better Generalization of Deep Neural Networks via Non-Typicality Sampling Scheme.

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Published in 2022 at "IEEE transactions on neural networks and learning systems"

DOI: 10.1109/tnnls.2022.3147031

Abstract: Improving the generalization performance of deep neural networks (DNNs) trained by minibatch stochastic gradient descent (SGD) has raised lots of concerns from deep learning practitioners. The standard simple random sampling (SRS) scheme used in minibatch… read more here.

Keywords: neural networks; sampling scheme; generalization performance; deep neural ... See more keywords