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Probability Distribution-Based Processing Model of Probabilistic Linguistic Term Set and Its Application in Automatic Environment Evaluation [<Journal>]
Li, Yu [Verfasser]; Wang, Xiao-kang [Verfasser]; Wang, Jian-qiang [Verfasser].
DNB Subject Category Language
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2
Panophrys daoji Lyu, Zeng, Wang & Wang 2021, sp. nov. ...
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3
Panophrys daoji Lyu, Zeng, Wang & Wang 2021, sp. nov. ...
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4
Diagnosis and differential diagnosis flow diagram of Chinese post‐stroke aphasia types and treatment of post‐stroke aphasia
In: Aging Med (Milton) (2021)
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5
Deep learning with language models improves named entity recognition for PharmaCoNER
In: BMC Bioinformatics (2021)
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6
Anatomical Study on the Safety of Anterior Cervical Craniovertebral Fusion with Clival Screw Placement in Children Aged 1–6 Years
In: Int J Gen Med (2021)
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7
Multifeature Fusion Attention Network for Suicide Risk Assessment Based on Social Media: Algorithm Development and Validation
In: JMIR Med Inform (2021)
Abstract: BACKGROUND: Suicide has become the fifth leading cause of death worldwide. With development of the internet, social media has become an imperative source for studying psychological illnesses such as depression and suicide. Many methods have been proposed for suicide risk assessment. However, most of the existing methods cannot grasp the key information of the text. To solve this problem, we propose an efficient method to extract the core information from social media posts for suicide risk assessment. OBJECTIVE: We developed a multifeature fusion recurrent attention model for suicide risk assessment. METHODS: We used the bidirectional long short-term memory network to create the text representation with context information from social media posts. We further introduced a self-attention mechanism to extract the core information. We then fused linguistic features to improve our model. RESULTS: We evaluated our model on the dataset delivered by the Computational Linguistics and Clinical Psychology 2019 shared task. The experimental results showed that our model improves the risk-F1, urgent-F1, and existence-F1 by 3.3%, 0.9%, and 3.7%, respectively. CONCLUSIONS: We found that bidirectional long short-term memory performs well for long text representation, and the attention mechanism can identify the key information in the text. The external features can complete the semantic information lost by the neural network during feature extraction and further improve the performance of the model. The experimental results showed that our model performs better than the state-of-the-art method. Our work has theoretical and practical value for suicidal risk assessment.
Keyword: Original Paper
URL: http://www.ncbi.nlm.nih.gov/pmc/articles/PMC8304127/
http://www.ncbi.nlm.nih.gov/pubmed/34255687
https://doi.org/10.2196/28227
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8
Multi-criteria sorting decision making based on dominance and opposition relations with probabilistic linguistic information [<Journal>]
Peng, Hong-gang [Verfasser]; Wang, Jian-qiang [Verfasser]
DNB Subject Category Language
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9
Named entity translation method based on machine translation lexicon [<Journal>]
Li, Panpan [Verfasser]; Wang, Mengxiang [Verfasser]; Wang, Jian [Verfasser]
DNB Subject Category Language
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10
Sign language learning based on high-speed fringe projection profilometry employing defocused binary fringe [<Journal>]
Wang, Jian-hua [Verfasser]; Zhou, Yu-guo [Verfasser]; Yang, Yan-xi [Verfasser]
DNB Subject Category Language
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11
Measurement of single-diffractive dijet production in proton-proton collisions at $\sqrt{s} =$ 8 TeV with the CMS and TOTEM experiments
In: Eur.Phys.J.C ; https://hal.archives-ouvertes.fr/hal-02507664 ; Eur.Phys.J.C, 2020, 80 (12), pp.1164. &#x27E8;10.1140/epjc/s10052-020-08562-y&#x27E9; (2020)
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12
Additional file 1 of Dialectical Observation of Controllable Electrodeposited Ni Nanocones: the Unification of Local Disorder and Overall Order ...
Ruiqing Zou; Saidi Xiang; Wang, Jian. - : figshare, 2020
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13
Additional file 1 of Dialectical Observation of Controllable Electrodeposited Ni Nanocones: the Unification of Local Disorder and Overall Order ...
Ruiqing Zou; Saidi Xiang; Wang, Jian. - : figshare, 2020
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14
Additional file 1 of Dialectical Observation of Controllable Electrodeposited Ni Nanocones: the Unification of Local Disorder and Overall Order ...
Ruiqing Zou; Saidi Xiang; Wang, Jian. - : figshare, 2020
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15
Additional file 1 of Dialectical Observation of Controllable Electrodeposited Ni Nanocones: the Unification of Local Disorder and Overall Order ...
Ruiqing Zou; Saidi Xiang; Wang, Jian. - : figshare, 2020
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16
Dialectical Observation of Controllable Electrodeposited Ni Nanocones: the Unification of Local Disorder and Overall Order ...
Ruiqing Zou; Saidi Xiang; Wang, Jian. - : figshare, 2020
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17
Dialectical Observation of Controllable Electrodeposited Ni Nanocones: the Unification of Local Disorder and Overall Order ...
Ruiqing Zou; Saidi Xiang; Wang, Jian. - : figshare, 2020
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18
Dialectical Observation of Controllable Electrodeposited Ni Nanocones: the Unification of Local Disorder and Overall Order ...
Ruiqing Zou; Saidi Xiang; Wang, Jian. - : figshare, 2020
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19
Implementing healthcare service quality enhancement using a cloud-support QFD model integrated with TODIM method and linguistic distribution assessments ...
Nie, Ru-xin; Tian, Zhang-peng; Sang, Chin Kwai. - : Taylor & Francis, 2020
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20
Implementing healthcare service quality enhancement using a cloud-support QFD model integrated with TODIM method and linguistic distribution assessments ...
Nie, Ru-xin; Tian, Zhang-peng; Sang, Chin Kwai. - : Taylor & Francis, 2020
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