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Novel CLCN4 variant associated with syndromic X-linked intellectual disability in a Chinese girl: a case report ...
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Novel CLCN4 variant associated with syndromic X-linked intellectual disability in a Chinese girl: a case report ...
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Is "my favorite new movie" my favorite movie? Probing the Understanding of Recursive Noun Phrases ...
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Automatically detecting the conflicts between software requirements based on finer semantic analysis ...
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Fixel-based evidence of microstructural damage in crossing pathways improves language mapping in Post-stroke aphasia
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In: Neuroimage Clin (2021)
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Multi-Head Attention-Based Long Short-Term Memory for Depression Detection From Speech
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In: Front Neurorobot (2021)
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Abstract:
Depression is a mental disorder that threatens the health and normal life of people. Hence, it is essential to provide an effective way to detect depression. However, research on depression detection mainly focuses on utilizing different parallel features from audio, video, and text for performance enhancement regardless of making full usage of the inherent information from speech. To focus on more emotionally salient regions of depression speech, in this research, we propose a multi-head time-dimension attention-based long short-term memory (LSTM) model. We first extract frame-level features to store the original temporal relationship of a speech sequence and then analyze their difference between speeches of depression and those of health status. Then, we study the performance of various features and use a modified feature set as the input of the LSTM layer. Instead of using the output of the traditional LSTM, multi-head time-dimension attention is employed to obtain more key time information related to depression detection by projecting the output into different subspaces. The experimental results show the proposed model leads to improvements of 2.3 and 10.3% over the LSTM model on the Distress Analysis Interview Corpus-Wizard of Oz (DAIC-WOZ) and the Multi-modal Open Dataset for Mental-disorder Analysis (MODMA) corpus, respectively.
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Keyword:
Neuroscience
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URL: https://doi.org/10.3389/fnbot.2021.684037 http://www.ncbi.nlm.nih.gov/pmc/articles/PMC8426553/
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Study of EEG characteristics while solving scientific problems with different mental effort
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In: Sci Rep (2021)
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Novel CLCN4 variant associated with syndromic X-linked intellectual disability in a Chinese girl: a case report
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In: BMC Pediatr (2021)
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Multi-Head Attention-Based Long Short-Term Memory for Depression Detection From Speech
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Egocentric Action Recognition by Video Attention and Temporal Context ...
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Combined surgical and interventional treatment of tandem carotid artery and middle cerebral artery embolus: A case report
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Feasibility and acceptability of a web-based dietary intervention with text messages for colorectal cancer: a randomized pilot trial
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In: Cancer Epidemiol Biomarkers Prev (2020)
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Effect of Picture-Book Reading With Additive Audio on Bilingual Preschoolers’ Prefrontal Activation: A Naturalistic Functional Near-Infrared Spectroscopy Study
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In: Front Psychol (2020)
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Additional file 1: of Change patterns of oncomelanid snail burden in areas within the Yangtze River drainage after the three gorges dam operated ...
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Additional file 1: of Imported malaria cases in former endemic and non-malaria endemic areas in China: are there differences in case profile and time to response? ...
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Additional file 1: of Change patterns of oncomelanid snail burden in areas within the Yangtze River drainage after the three gorges dam operated ...
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Additional file 1: of Imported malaria cases in former endemic and non-malaria endemic areas in China: are there differences in case profile and time to response? ...
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