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1
The relationship between linguistic expression in blog content and symptoms of depression, anxiety, and suicidal thoughts: A longitudinal study
In: PLoS One (2021)
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The Relationship Between Linguistic Expression And Symptoms Of Depression, Anxiety, And Suicidal Thoughts: A Longitudinal Study Of Blog Content ...
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The Relationship Between Linguistic Expression And Symptoms Of Depression, Anxiety, And Suicidal Thoughts: A Longitudinal Study Of Blog Content ...
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4
Academia versus social media: a psycho-linguistic analysis
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5
A framework for classifying online mental health related communities with an interest in depression
Abstract: Mental illness has a deep impact on individuals, families, and by extension, society as a whole. Social networks allow individuals with mental disorders to communicate with others sufferers via online communities, providing an invaluable resource for studies on textual signs of psychological health problems. Mental disorders often occur in combinations, e.g., a patient with an anxiety disorder may also develop depression. This co-occurring mental health condition provides the focus for our work on classifying online communities with an interest in depression. For this, we have crawled a large body of 620,000 posts made by 80,000 users in 247 online communities. We have extracted the topics and psycho-linguistic features expressed in the posts, using these as inputs to our model. Following a machine learning technique, we have formulated a joint modelling framework in order to classify mental health-related co-occurring online communities from these features. Finally, we performed empirical validation of the model on the crawled dataset where our model outperforms recent state-of-the-art baselines.
URL: http://hdl.handle.net/10536/DRO/DU:30082141
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6
Social media as sensor for healthcare: A machine learning approach
Dao, Duy. - : Deakin University, Faculty of Science, Engineering and Built Environment, School of Information Technology, 2016
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7
Effect of social capital on emotion, language style and latent topics in online depression community
Dao, Bo; Nguyen, Thin; Venkatesh, Svetha. - : Institute of Electrical and Electronics Engineers, 2016
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8
Understanding behavioral differences between short and long-term drinking abstainers from social media
Harikumar, Haripriya; Nguyen, Thin; Gupta, Sunil. - : Springer International, 2016
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9
Differentiating sub-groups of online depression-related communities using textual cues
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10
Online Social Capital: Mood, Topical and Psycholinguistic Analysis
In: Proceedings of the International AAAI Conference on Web and Social Media; Vol. 7 No. 1 (2013): Seventh International AAAI Conference on Weblogs and Social Media ; 2334-0770 ; 2162-3449 (2013)
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11
Event extraction using behaviors of sentiment signals and burst structure in social media
Nguyen, Thin; Phung, Quoc-Dinh; Adams, B. - : Springer U K, 2013
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12
Online social capital : mood, topical and psycholinguistic analysis
Nguyen, Thin; Dao, Bo; Phung, Dinh. - : AAAI Press, 2013
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13
Analysis of psycholinguistic processes and topics in online autism communities
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14
A sentiment based approach to pattern discovery and classification in social media
Nguyen, Thin K.. - : Curtin University, 2012
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15
Emotional reactions to real-world events in social networks
Nguyen, Thin; Phung, Dinh; Adams, Brett. - : Springer-Verlag, 2012
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16
Towards Discovery of Influence and Personality Traits Through Social Link Prediction
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17
Towards Discovery of Influence and Personality Traits through Social Link Prediction
In: Proceedings of the International AAAI Conference on Web and Social Media; Vol. 5 No. 1 (2011): Fifth International AAAI Conference on Weblogs and Social Media ; 2334-0770 ; 2162-3449 (2011)
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18
Prediction of age, sentiment, and connectivity from social media text
Nguyen, Thin; Phung, Dinh; Adams, Brett. - : Springer-Verlag, 2011
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19
Emotional reactions to real-world events in social networks
Nguyen, Thin; Phung, Dinh; Adams, Brett. - : Springer, 2011
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20
Towards discovery of influence and personality traits through social link prediction
Nguyen, Thin; Phung, Dinh; Adams, Brett. - : AAAI Press, 2011
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