Search Results - "Davidson, Padraig"
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IMU Airtime Detection in Snowboard Halfpipe: U-Net Deep Learning Approach Outperforms Traditional Threshold Algorithms
Published in Sensors (Basel, Switzerland) (22-10-2024)“…Airtime is crucial for high-rotation tricks in snowboard halfpipe performance, significantly impacting trick difficulty, the primary judging criterion. This…”
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Smartwatch-Derived Data and Machine Learning Algorithms Estimate Classes of Ratings of Perceived Exertion in Runners: A Pilot Study
Published in Sensors (Basel, Switzerland) (05-05-2020)“…The rating of perceived exertion (RPE) is a subjective load marker and may assist in individualizing training prescription, particularly by adjusting running…”
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How stressors disrupt honey bee biological traits and overwintering mechanisms
Published in Heliyon (30-07-2024)“…High winter mortality of honey bees (Apis mellifera) has been observed in temperate regions over the past 30 years. Several biotic and abiotic stressors…”
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Density-based weighting for imbalanced regression
Published in Machine learning (01-08-2021)“…In many real world settings, imbalanced data impedes model performance of learning algorithms, like neural networks, mostly for rare cases. This is especially…”
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OpenLUR: Off-the-shelf air pollution modeling with open features and machine learning
Published in Atmospheric environment (1994) (15-07-2020)“…To assess the exposure of citizens to pollutants like NOx or particulate matter in urban areas, land use regression (LUR) models are a well established method…”
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Semi-unsupervised Learning for Time Series Classification
Published 07-07-2022“…Time series are ubiquitous and therefore inherently hard to analyze and ultimately to label or cluster. With the rise of the Internet of Things (IoT) and its…”
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Anomaly Detection in Beehives: An Algorithm Comparison
Published 08-10-2021“…Sensor-equipped beehives allow monitoring the living conditions of bees. Machine learning models can use the data of such hives to learn behavioral patterns…”
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Anomaly Detection in Beehives using Deep Recurrent Autoencoders
Published 10-03-2020“…Proceedings of the 9th International Conference on Sensor Networks (SENSORNETS 2020), 2020, 142-149 Precision beekeeping allows to monitor bees' living…”
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