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Assessing Distinct Cognitive Workload Levels Associated with Unambiguous and Ambiguous Pronoun Resolutions in Human–Machine Interactions
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In: Brain Sci (2022)
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Does Basic Psychological Need Satisfaction Matter to College Students’ Sustained Volunteering? A Mixed-Methods Study
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In: International Journal of Environmental Research and Public Health; Volume 18; Issue 24; Pages: 13229 (2021)
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Recognition-Synthesis Based Non-Parallel Voice Conversion with Adversarial Learning ...
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Memory-Gated Recurrent Networks ...
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Abstract:
The essence of multivariate sequential learning is all about how to extract dependencies in data. These data sets, such as hourly medical records in intensive care units and multi-frequency phonetic time series, often time exhibit not only strong serial dependencies in the individual components (the "marginal" memory) but also non-negligible memories in the cross-sectional dependencies (the "joint" memory). Because of the multivariate complexity in the evolution of the joint distribution that underlies the data generating process, we take a data-driven approach and construct a novel recurrent network architecture, termed Memory-Gated Recurrent Networks (mGRN), with gates explicitly regulating two distinct types of memories: the marginal memory and the joint memory. Through a combination of comprehensive simulation studies and empirical experiments on a range of public datasets, we show that our proposed mGRN architecture consistently outperforms state-of-the-art architectures targeting multivariate time ... : This paper was accepted and will be published in the Thirty-Fifth AAAI Conference on Artificial Intelligence (AAAI-21) ...
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Keyword:
FOS Computer and information sciences; FOS Economics and business; Machine Learning cs.LG; Statistical Finance q-fin.ST
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URL: https://arxiv.org/abs/2012.13121 https://dx.doi.org/10.48550/arxiv.2012.13121
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Reducing the number of unnecessary biopsies of US-BI-RADS 4a lesions through a deep learning method for residents-in-training: a cross-sectional study
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Reducing the number of unnecessary biopsies of US-BI-RADS 4a lesions through a deep learning method for residents-in-training: a cross-sectional study
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In: BMJ Open (2020)
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Isolated cortical vein thrombosis after nitrous oxide use in a young woman: a case report
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In: BMC Neurol (2020)
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TISNet-Enhanced Fully Convolutional Network with Encoder-Decoder Structure for Tongue Image Segmentation in Traditional Chinese Medicine
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In: Comput Math Methods Med (2020)
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Bimodal Benefits for Lexical Tone Recognition: An Investigation on Mandarin-speaking Preschoolers with a Cochlear Implant and a Contralateral Hearing Aid
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In: Brain Sci (2020)
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Context shapes early diversity in abstract thought.
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In: Proceedings of the National Academy of Sciences of the United States of America, vol 116, iss 28 (2019)
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