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Fall 2022
As people age, they adjust how they associate objects. We examine the interplay between age and various aspects of object similarity. For this, we perform two experiments: one between adults aged 25–35 and 50–60 and another between six-year-olds and adults. Between 25–35- and 50–60-year-olds, we...
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Design and Evaluation of Stochastic Computing Neural Networks for Machine Learning Applications
DownloadFall 2019
Neural networks (NNs) are effective machine learning models that require significant hardware and energy consumption in the computing process. To implement NNs, stochastic computing (SC) has been considered to seek a trade-off between hardware efficiency and computation performance. However, most...
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Dual Neural Extended Kalman Filtering Approach for Multirate Sensor Data Fusion with Industrial Applications
DownloadFall 2020
The Kalman filter algorithm and its variants have been widely applied to the multisensor data fusion problems to provide joint state estimation, which is more accurate than estimations from individual sensors. The performance of the Kalman filter based fusion relies on the accuracy of the models...