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1
Mental Disorders on Online Social Media Through the Lens of Language and Behaviour: Analysis and Visualisation ...
Abstract: Due to the worldwide accessibility to the Internet along with the continuous advances in mobile technologies, physical and digital worlds have become completely blended, and the proliferation of social media platforms has taken a leading role over this evolution. In this paper, we undertake a thorough analysis towards better visualising and understanding the factors that characterise and differentiate social media users affected by mental disorders. We perform different experiments studying multiple dimensions of language, including vocabulary uniqueness, word usage, linguistic style, psychometric attributes, emotions' co-occurrence patterns, and online behavioural traits, including social engagement and posting trends. Our findings reveal significant differences on the use of function words, such as adverbs and verb tense, and topic-specific vocabulary, such as biological processes. As for emotional expression, we observe that affected users tend to share emotions more regularly than control individuals on ... : To appear in Elsevier Information Processing & Management ...
Keyword: Artificial Intelligence cs.AI; Computation and Language cs.CL; FOS Computer and information sciences
URL: https://arxiv.org/abs/2202.03291
https://dx.doi.org/10.48550/arxiv.2202.03291
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2
Text mining for online mental health state and personality assessment
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3
The impact of emotional signals on credibility assessment
In: J Assoc Inf Sci Technol (2021)
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4
The Role of Personality and Linguistic Patterns in Discriminating Between Fake News Spreaders and Fact Checkers
In: Natural Language Processing and Information Systems (2020)
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5
The Role of Personality and Linguistic Patterns in Discriminating Between Fake News Spreaders and Fact Checkers
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6
Experimental IR meets multilinguality, multimodality, and interaction: 10th international conference of the CLEF association, CLEF 2019, Lugano, Switzerland, September 9-12, 2019, proceedings
Crestani, Fabio; Braschler, Martin; Savoy, Jacques. - : Springer International Publishing AG, 2019
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7
Comparative Opinion Mining: A Review ...
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8
Opinions in Federated Search: University of Lugano at TREC 2014 Federated Web Search Track
In: DTIC (2014)
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9
Query refinement for patent prior art search
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10
The likelihood property in general retrieval operations
In: Information sciences. - New York, NY : Elsevier Science Inc. 234 (2013), 97-111
OLC Linguistik
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11
Linguistic aggregation methods in blog retrieval
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12
Concept-based semantic annotation, indexing and retrieval of office-like document units
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13
A Language Modelling Approach to Linking Criminal Styles with Offender Characteristics
Bache, Richard; Crestani, Fabio; Canter, David V.. - : Springer Verlag, 2008
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14
Evaluation of term-based queries using possibilistic ontologies
In: Soft Computing for Information Retrieval on the Web ; https://hal.archives-ouvertes.fr/hal-03367400 ; Herrera-Viedma, Enrique; Pasi, Gabriella; Crestani, Fabio. Soft Computing for Information Retrieval on the Web, 197, Springer-Verlag, pp.135-160, 2005, Studies in Fuzziness and Soft Computing book series (STUDFUZZ), ⟨10.1007/3-540-31590-X_8⟩ ; https://link.springer.com/chapter/10.1007/3-540-31590-X_8 (2005)
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15
Combination of similarity measures for effective spoken document retrieval
In: Journal of information science. - London [u.a.] : Sage Publ. 29 (2003) 2, 87-96
BLLDB
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16
Towards data modelling in information retrieval
In: Journal of information science. - London [u.a.] : Sage Publ. 15 (1989) 6, 307-319
BLLDB
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17
Suicide risk assessment on social media: USI-UPF at the CLPsych 2019 shared task
Crestani, Fabio; Freire, Ana; Ríssola, Esteban A.. - : ACL (Association for Computational Linguistics)
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