Profiling a set of personality traits of text author: what our words reveal about us

Litvinova, Tatiana; Seredin, Pavel; Litvinova, Olga; Zagorovskaya, Olga

dc.contributor.author	Litvinova, Tatiana	en
dc.contributor.author	Seredin, Pavel	en
dc.contributor.author	Litvinova, Olga	en
dc.contributor.author	Zagorovskaya, Olga	en
dc.date.accessioned	2017-03-14T10:20:11Z
dc.date.available	2017-03-14T10:20:11Z
dc.date.issued	2017-02-23	en
dc.identifier.issn	1731-7533	en
dc.identifier.uri	http://hdl.handle.net/11089/20875
dc.description.abstract	Authorship profiling, i.e. revealing information about an unknown author by analyzing their text, is a task of growing importance. One of the most urgent problems of authorship profiling (AP) is selecting text parameters which may correlate to an author’s personality. Most researchers’ selection of these is not underpinned by any theory. This article proposes an approach to AP which applies neuroscience data. The aim of the study is to assess the probability of self-destructive behaviour of an individual via formal parameters of their texts. Here we have used the “Personality Corpus”, which consists of Russian-language texts. A set of correlations between scores on the Freiburg Personality Inventory scales that are known to be indicative of self-destructive behaviour (“Spontaneous Aggressiveness”, “Depressiveness”, “Emotional Lability”, and “Composedness”) and text variables (average sentence length, lexical diversity etc.) has been calculated. Further, a mathematical model which predicts the probability of self-destructive behaviour has been obtained.	en
dc.publisher	Wydawnictwo Uniwersytetu Łódzkiego	en
dc.relation.ispartofseries	Research in Language;14	en
dc.rights	This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 3.0 License.	en
dc.rights.uri	http://creativecommons.org/licenses/by-nc-nd/3.0	en
dc.subject	authorship profiling	en
dc.subject	neurolinguistics	en
dc.subject	language personality	en
dc.subject	computational stylometry	en
dc.subject	discourse production	en
dc.title	Profiling a set of personality traits of text author: what our words reveal about us	en
dc.page.number	409-422	en
dc.contributor.authorAffiliation	Litvinova, Tatiana - Voronezh State Pedagogical University	en
dc.contributor.authorAffiliation	Seredin, Pavel - Voronezh State University	en
dc.contributor.authorAffiliation	Litvinova, Olga - Voronezh State Pedagogical University	en
dc.contributor.authorAffiliation	Zagorovskaya, Olga - Voronezh State Pedagogical University	en
dc.identifier.eissn	2083-4616
dc.references	Angst, J. and P. Clayton. 1986. Premorbid Personality of Depressive, Bipolar, and Schizophrenic Patients with Special Reference to Suicidal Issues. Comprehensive Psychiatry 27(6). 511‒532.	en
dc.references	Argamon, S. et al. 2009. Automatically profiling the author of an anonymous text. Communications of the ACM 52(2). 119‒123. doi: 10.1145/1461928.1461959	en
dc.references	Baddeley, J. L., Daniel, G. R. and J. W. Pennebaker. 2011. How Henry Hellyer’s Use of Language Foretold His Suicide. Crisis 32 (5). 288‒292. doi: 10.1027/0227-5910/a000092 ThomsonISI: http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000296575500009&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=b7bc2757938ac7a7a821505f8243d9f3	en
dc.references	Bloom, L. R. et al. 1994. Hemispheric Responsibility and Discourse Production: Contrasting Patients with Unilateral Left and Right Hemisphere Damage. In L. R. Bloom, L. K. Obler, S. D. Santi and J. S. Ehrlich (eds.). Discourse Analysis and Applications: Studies in Adult Clinical Populations, 91-94. Lawrence Erlbaum Associates Publishers.	en
dc.references	Chung, C. K. and J. W. Pennebaker. 2009. The psychological functions of function words. In K. Fiedler (ed.), Social communication, 343-359. New York: Psychology Press.	en
dc.references	Demjen, Z. 2015. Sylvia Plath and the Language of Affective States: Written Discourse and the Experience of Depression. Bloomsbury.	en
dc.references	Fernбndez-Cabana, M. et al. 2013. Suicidal Traits in Marilyn Monroe’s Fragments: An LIWC Analysis. Crisis: The Journal of Crisis Intervention and Suicide Prevention 34(2). 124‒130.	en
dc.references	Fotekova, T. A. and T. V. Akhutina. 2002. Diagnostika rechevikh narushenii shkol’nikov s ispol’zovaniem neiropsikhologicheskikh metodov [Detecting Speech Impediments in School Children Using Neuropsychological Methods]. Moscow: ARKTI.	en
dc.references	Handelman, L. D. and D. Lester. 2007. The Content of Suicide Notes from Attempters and Completers. Crisis 28, 102‒104.	en
dc.references	Joiner, T. E., Brown, J. S. and L. R. Jr. Wingate. 2005. The Psychology and Neurobiology of Suicidal Behaviour. Annu Rev Psychol 56. 287‒314. doi: 10.1146/annurev.psych.56.091103.070320	en
dc.references	Jones, N. and C. Bennell. 2007. The Development and Validation of Statistical Prediction Rules for Discriminating Between Genuine and Simulated Suicide Notes. Archives of Suicide Research: Official Journal of the International Academy for Suicide Research 11(2). 219.	en
dc.references	Koppel, M., Argamon, S. and A. Shimoni. 2003. Automatically Categorizing Written Texts by Author Gender. Lit and Ling Computing 17(4). 401‒412.	en
dc.references	Lester, D. 2014. The “I” of the Storm: Understanding the Suicidal Mind. De Gruyter Open Ltd.	en
dc.references	Lightman, E. J. et al. 2007. Using Computational Text Analysis Tools to Compare the Lyrics of Suicidal and non-suicidal Songwriters. In D. S. McNamara & G. Trafton (eds.), Proceedings of the 29th Annual Cognitive Science Society, 1217-1222. Hillsdale, NJ: Erlbaum.	en
dc.references	Litvinova, T. A. 2014. Profiling the Author of a Written Text in Russian. Journal of Language and Literature 5(4). 210‒216.	en
dc.references	Litvinova, T. A., Seredin, P. V. and O. A. Litvinova. 2015. Using Part-of-Speech Sequences Frequencies in a Text to Predict Author Personality: a Corpus Study. Indian Journal of Science and Technology 8(9). 93‒97.	en
dc.references	Long, D. L., et al. 2012. The Organization of Discourse in the Brain: Results from the Item-Priming-in-Recognition Paradigm. In M. Faust (ed.), The Handbook of the Neuropsychology of Language, 77‒99. Wiley-Blackwell.	en
dc.references	Marciсczuk, M., Zaњko-Zieliсska, M. and M. Piasecki. 2011. Structure Annotation in the Polish Corpus of Suicide Notes. In I. Habernal and V. Matoušek (ed.), Text, Speech and Dialogue. 14th International Conference, TSD 2011, Pilsen, Czech Republic, September 1-5, 2011. Proceedings, 419‒426. Springer Berlin Heidelberg.	en
dc.references	Nini, A. 2014. Authorship Profiling in a Forensic Context. PhD thesis. Aston University.	en
dc.references	Noecker Jr, J. W., Ryan, M. and P. Juola. 2013. Psychological Profiling Through Textual Analysis. Lit Linguist Computing 28(3). 382‒387.	en
dc.references	Oborneva, I. V. 2005. Avtomatizatsiia otsenki kachestva vostriiatiya vospriiatiya teksta [Automatisation of the Assessment of Perception of a Text]. Vestnik Moskovskogo gorodskogo pedagogicheskogo universiteta [Herald Journal of Moscow State Pedagogical University] 2(5). 86‒92.	en
dc.references	Pennebaker, J. W. 2011. The Secret Life of Pronouns: What Our Words Say About Us. New York: Bloomsbury Publishing.	en
dc.references	Pennebaker, J. W., Mehl, M. R. and K. Niederhoffer. 2003. Psychological Aspects of Natural Language Use: Our Words, Our Selves. Annual Review of Psychology 54. 547‒577. doi: 10.1146/annurev.psych.54.101601.145041	en
dc.references	Pennebaker, J. W. and L. D. Stone. 2004. What Was She Trying To Say? A Linguistic Analysis of Katie’s Diaries. In D. Lester (ed.), Katie’s Diary: Unlocking the Mystery of a Suicide, 55‒80. New York: Brunner-Routledge.	en
dc.references	Pestian, J. et al. 2010. Suicide Note Classification Using Natural Language Processing: A Content Analysis. Biomed Inform Insights 3. 19‒28.	en
dc.references	Pilyagina, G. Ya. 2003. Mekhanismi suitsidogeneza i otsenka suitsidal’nogo riska pri razlichnikh formah autoagressivnogo povedeniya [Mechanisms of Suicidogenesis and Assessments of Suicidal Risks in Different Forms of Self-destructive Behaviour]. Arhiv psihiatriї [Psychiatry Archives] 9(4). 18‒26.	en
dc.references	Rangel, F. et al. 2014. Overview of the 2nd Author Profiling Task at PAN 2014. In L. Cappellato, N. Ferro, M. Halvey and W. Kraaij (eds.), CLEF 2014 Labs and Workshops, Notebook Papers. CEUR-WS.org, vol. 1180 898‒827.	en
dc.references	Rangel, F. et al. 2015. Overview of the 3rd Author Profiling Task at PAN 2015. In CEUR Workshop Proceedings. [Online] Available from: http://www.sensei-conversation.eu/wp-content/uploads/2015/09/15-pan@clef.pdf [Accessed: 19.12.2016]	en
dc.references	Rozanov, V. A. 2004. Neirobiologicheskie osnovi suitsidal’nogo povedeniya [Neurobiuological Foundations of Suicidal Behaviour]. Vestnik biologicheskoj psihiatrii [Herald Journal of Biological Psychiatry] 6. [Online] Available from: http://scorcher.ru/neuro/science/data/mem102.php [Accessed: 19.12.2016]	en
dc.references	Rude, S., Gortner, E. M. and J. Pennebaker. 2004. Language use of depressed and depression-vulnerable college students. Cognition and Emotion 18(8). 1121-1133. doi: 10.1080/02699930441000030	en
dc.references	Sakharniy, L. V. 1994. Chelovek i tekst: dve grammatiki teksta [Man and Text: Two Grammars of a Text]. Chelovek – tekst – kul’tura [Man – Text – Culture]. Yekaterinburg. 17‒20.	en
dc.references	Schler, J. et al. 2006. Effects of Age and Gender on Blogging. In Proc. of AAAI Spring Symposium on Computational Approaches for Analyzing Weblogs, 199-205. AAAI.	en
dc.references	Sedov, K. F. 2007. Neiropsikholingvistika [Neurolinguistics]. Moscow: Labirint.	en
dc.references	Stirman, S. W. and J. W. Pennebaker. 2001. Word Use in the Poetry of Suicidal and Non-Suicidal Poets. Psychosom Med 63(4). 517‒522.	en
dc.references	Tausczik, Y. R. and J. W. Pennebaker. 2010. The Psychological Meaning of Words: LIWC and Computerized Text Analysis Methods. Journal of Language And Social Psychology 29(1). 24‒54.	en
dc.references	Yegorov, A. Yu. 1999. Koordinatsiya dejatel’nosti polusharii mozga cheloveka pri osushestvlenii kognitivnikh funktsii [Coordination of the Activities of the Right Hemisphere of the Human Brain]: abstract of thesis for PhD in Medicine. Saint Petersburg.	en
dc.references	Yegorov, A. Yu. and O. V. Ivanov. 2007. Osobennosti individual’nykh profilei funktsional’noi assimetrii u lits sovershivshikh suitsidal’nuiu popytku [Features of Individual Profiles of Functional AssymetryAsymmetry in Individuals Committed a Suicidal Attempt]. Social and Clinical Psychiatry 2. 20‒24.	en
dc.contributor.authorEmail	Litvinova, Tatiana - centr_rus_yaz@mail.ru	en
dc.contributor.authorEmail	Seredin, Pavel - paul@phys.vsu.ru	en
dc.contributor.authorEmail	Litvinova, Olga - olga_litvinova_teacher@mail.ru	en
dc.contributor.authorEmail	Zagorovskaya, Olga - olzagor@yandex.ru	en
dc.identifier.doi	10.1515/rela-2016-0019	en

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