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Volumn 2018-January, Issue , 2018, Pages 3320-3328

Tweeting your mental health: Exploration of different classifiers and features with emotional signals in identifying mental health conditions

Author keywords

[No Author keywords available]

Indexed keywords

DECISION TREES; HEALTH; LEARNING SYSTEMS; NATURAL LANGUAGE PROCESSING SYSTEMS; SOCIAL NETWORKING (ONLINE); SUPPORT VECTOR MACHINES;

EID: 85055477839     PISSN: 15301605     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper
Times cited : (19)

References (41)
  • 1
    • 84898785649 scopus 로고    scopus 로고
    • The burden attributable to mental and substance use disorders as risk factors for suicide: Findings from the global burden of disease study 2010
    • A. J. Ferrari, R. E. Norman, G. Freedman, A. J. Baxter, J. E. Pirkis, M. G. Harris, A. Page, E. Carnahan, L. Degenhardt, T. Vos, et al., “The burden attributable to mental and substance use disorders as risk factors for suicide: findings from the global burden of disease study 2010,” PLoS One, vol. 9, no. 4, p. e91936, 2014.
    • (2014) PLoS One , vol.9 , Issue.4 , pp. 91936
    • Ferrari, A.J.1    Norman, R.E.2    Freedman, G.3    Baxter, A.J.4    Pirkis, J.E.5    Harris, M.G.6    Page, A.7    Carnahan, E.8    Degenhardt, L.9    Vos, T.10
  • 2
    • 84887259083 scopus 로고    scopus 로고
    • Global burden of disease attributable to mental and substance use disorders: Findings from the global burden of disease study 2010
    • H. A. Whiteford, L. Degenhardt, J. Rehm, A. J. Baxter, A. J. Ferrari, H. E. Erskine, F. J. Charlson, R. E. Norman, A. D. Flaxman, N. Johns, et al., “Global burden of disease attributable to mental and substance use disorders: findings from the global burden of disease study 2010,” The Lancet, vol. 382, no. 9904, pp. 1575–1586, 2013.
    • (2013) The Lancet , vol.382 , Issue.9904 , pp. 1575-1586
    • Whiteford, H.A.1    Degenhardt, L.2    Rehm, J.3    Baxter, A.J.4    Ferrari, A.J.5    Erskine, H.E.6    Charlson, F.J.7    Norman, R.E.8    Flaxman, A.D.9    Johns, N.10
  • 3
    • 85046767754 scopus 로고    scopus 로고
    • WHO World Health Organisation, Apr
    • WHO, “Mental disorders: Fact sheet.” World Health Organisation, Apr. 2016.
    • (2016) Mental Disorders: Fact Sheet
  • 5
    • 0003564810 scopus 로고    scopus 로고
    • CDC, “Suicide: Facts at a glance 800-CDC-INFO 232-4636
    • CDC, “Suicide: Facts at a glance.” Centre for Disease Control and Prevention 1-800-CDC-INFO (232-4636), 2015.
    • (2015) Centre for Disease Control and Prevention
  • 9
    • 84960351488 scopus 로고    scopus 로고
    • Social media, big data, and mental health: Current advances and ethical implications
    • M. Conway and D. O’Connor, “Social media, big data, and mental health: current advances and ethical implications,” Current opinion in psychology, vol. 9, pp. 77–82, 2016.
    • (2016) Current Opinion in Psychology , vol.9 , pp. 77-82
    • Conway, M.1    O’Connor, D.2
  • 13
    • 85053645046 scopus 로고    scopus 로고
    • From ADHD to sad: Analyzing the language of mental health on Twitter through self-reported diagnoses
    • G. Coppersmith, M. Dredze, C. Harman, and K. Hollingshead, “From ADHD to SAD: Analyzing the language of mental health on Twitter through self-reported diagnoses,” NAACL HLT 2015, p. 1, 2015.
    • (2015) NAACL HLT 2015 , pp. 1
    • Coppersmith, G.1    Dredze, M.2    Harman, C.3    Hollingshead, K.4
  • 14
    • 84909982111 scopus 로고    scopus 로고
    • Measuring post traumatic stress disorder in Twitter
    • G. Coppersmith, C. Harman, and M. Dredze, “Measuring Post Traumatic Stress Disorder in Twitter.,” in ICWSM, 2014.
    • (2014) ICWSM
    • Coppersmith, G.1    Harman, C.2    Dredze, M.3
  • 15
    • 85147198508 scopus 로고    scopus 로고
    • Quantifying mental health signals in Twitter
    • G. C. M. D. C. Harman, “Quantifying mental health signals in Twitter,” ACL 2014, p. 51, 2014.
    • (2014) ACL 2014 , pp. 51
    • Harman, G.C.M.D.C.1
  • 17
    • 60749113917 scopus 로고    scopus 로고
    • Measures of emotion: A review
    • I. B. Mauss and M. D. Robinson, “Measures of emotion: A review,” Cognition and emotion, vol. 23, no. 2, pp. 209–237, 2009.
    • (2009) Cognition and Emotion , vol.23 , Issue.2 , pp. 209-237
    • Mauss, I.B.1    Robinson, M.D.2
  • 18
    • 0026887338 scopus 로고
    • Are there basic emotions?
    • P. Ekman, “Are there basic emotions?,” Psychological Review, vol. 99, pp. 550–553, 1992.
    • (1992) Psychological Review , vol.99 , pp. 550-553
    • Ekman, P.1
  • 23
    • 0001034398 scopus 로고
    • On the nature and function of emotion: A component process approach
    • K. R. Scherer, K. R. Scherer, and P. Ekman, “On the nature and function of emotion: A component process approach,” Approaches to emotion, vol. 2293, p. 317, 1984.
    • (1984) Approaches to Emotion , vol.2293 , pp. 317
    • Scherer, K.R.1    Scherer, K.R.2    Ekman, P.3
  • 24
    • 0001780719 scopus 로고    scopus 로고
    • Emotions and facial expressions: A perspective from differential emotions theory
    • C. E. Izard, “Emotions and facial expressions: A perspective from differential emotions theory,” The psychology of facial expression, pp. 57–77, 1997.
    • (1997) The Psychology of Facial Expression , pp. 57-77
    • Izard, C.E.1
  • 25
    • 27944486229 scopus 로고    scopus 로고
    • The evolutionary significance of affect in groups: Communication and group bonding
    • J. R. Spoor and J. R. Kelly, “The evolutionary significance of affect in groups: Communication and group bonding,” Group processes & intergroup relations, vol. 7, no. 4, pp. 398–412, 2004.
    • (2004) Group Processes & Intergroup Relations , vol.7 , Issue.4 , pp. 398-412
    • Spoor, J.R.1    Kelly, J.R.2
  • 26
    • 35548955531 scopus 로고    scopus 로고
    • The role of discrete emotions in health outcomes: A critical review
    • N. S. Consedine and J. T. Moskowitz, “The role of discrete emotions in health outcomes: a critical review,” Applied and Preventive Psychology, vol. 12, no. 2, pp. 59–75, 2007.
    • (2007) Applied and Preventive Psychology , vol.12 , Issue.2 , pp. 59-75
    • Consedine, N.S.1    Moskowitz, J.T.2
  • 27
    • 33645607469 scopus 로고
    • Affect intensity as an individual difference characteristic: A review
    • R. J. Larsen and E. Diener, “Affect intensity as an individual difference characteristic: A review,” Journal of Research in personality, vol. 21, no. 1, pp. 1–39, 1987.
    • (1987) Journal of Research in Personality , vol.21 , Issue.1 , pp. 1-39
    • Larsen, R.J.1    Diener, E.2
  • 30
    • 77649253939 scopus 로고    scopus 로고
    • The psychological meaning of words: LIWC and computerized text analysis methods
    • Y. R. Tausczik and J. W. Pennebaker, “The psychological meaning of words: LIWC and computerized text analysis methods,” Journal of language and social psychology, vol. 29, no. 1, pp. 24–54, 2010.
    • (2010) Journal of Language and Social Psychology , vol.29 , Issue.1 , pp. 24-54
    • Tausczik, Y.R.1    Pennebaker, J.W.2
  • 33
    • 84920647296 scopus 로고    scopus 로고
    • The psychological functions of function words
    • C. Chung and J. W. Pennebaker, “The psychological functions of function words,” Social communication, pp. 343–359, 2007.
    • (2007) Social Communication , pp. 343-359
    • Chung, C.1    Pennebaker, J.W.2
  • 39
    • 28444478365 scopus 로고    scopus 로고
    • Emotional climates: Ritual, seasonality and affective disorders
    • S. Harrison, “Emotional climates: Ritual, seasonality and affective disorders,” Journal of the Royal Anthropological Institute, vol. 10, no. 3, pp. 583–602, 2004.
    • (2004) Journal of the Royal Anthropological Institute , vol.10 , Issue.3 , pp. 583-602
    • Harrison, S.1
  • 41
    • 33646228630 scopus 로고    scopus 로고
    • Emotion in psychotherapy: A practice-friendly research review
    • L. S. Greenberg and A. Pascual-Leone, “Emotion in psychotherapy: A practice-friendly research review,” Journal of clinical psychology, vol. 62, no. 5, pp. 611–630, 2006.
    • (2006) Journal of Clinical Psychology , vol.62 , Issue.5 , pp. 611-630
    • Greenberg, L.S.1    Pascual-Leone, A.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.