Changing Faces: Identifying Complex Behavioural Profiles

详细信息    查看全文

• 作者：Giles Oatley (17)
  Tom Crick (17)
  
• 刊名：Lecture Notes in Computer Science
• 出版年：2014
• 出版时间：2014
• 年：2014
• 卷：8533
• 期：1
• 页码：282-293
• 参考文献：1. Vazire, S., Gosling, S.D.: e-Perceptions: Personality Impressions Based on Personal Websites. Journal of Personality and Social Psychology聽87(1), 123鈥?32 (2004) CrossRef
  2. Haggerty, J., Casson, M.C., Haggerty, S., Taylor, M.J.: A Framework for the Forensic Analysis of User Interaction with Social Media. International Journal of Digital Crime and Forensics聽4(4), 15鈥?0 (2012) CrossRef
  3. McAdams, D.P.: Personality, Modernity, and the Storied Self: A Contemporary Framework for Studying Persons. Psychological Inquiry聽7(4), 295鈥?21 (1996) CrossRef
  4. Gosling, S.: Snoop: What Your Stuff Says About You. Profile Books (2009)
  5. Costa, P.T., McCrae, R.R.: Neo PI-R Professional Manual. Psychological Assessment Resources (1992)
  6. Norman, W.T.: Toward an adequate taxonomy of personality attributes: Replicated factor structure in peer nomination personality ratings. Journal of Abnormal and Social Psychology聽66(6), 574鈥?83 (1963) CrossRef
  7. Mairesse, F., Walker, M.A., Mehi, M.R., Moore, R.K.: Using Linguistic Cues for the Automatic Recognition of Personality in Conversation and Text. Journal of Artificial Intelligence Research聽30, 457鈥?00 (2007)
  8. Oatley, G.C., Ewart, B.W.: Crimes Analysis Software: 鈥楶ins in Maps鈥? Clustering and Bayes Net Prediction. Expert Systems with Applications聽25(4), 569鈥?88 (2003) CrossRef
  9. Oatley, G.C., McGarry, K., Ewart, B.W.: Offender Network Metrics. WSEAS Transactions on Information Science & Applications聽12(3), 2440鈥?448 (2006)
  10. Oatley, G.C., Ewart, B.W., Zeleznikow, J.: Decision support systems for police: Lessons from the application of data mining techniques to 鈥渟oft鈥?forensic evidence. Artificial Intelligence and Law聽14(1-2), 35鈥?00 (2006) CrossRef
  11. Oatley, G.C., Ewart, B.W.: Applying the concept of revictimisation 鈥?using burglars鈥?behaviour to predict houses at risk of future victimisations. International Journal of Police Science and Management聽5(2), 69鈥?4 (2003) CrossRef
  12. Ewart, B.W., Oatley, G.C.: The criminal patterns of retail offending gangs: Some lessons from the integration of social network and geographical analyses. In: Proceedings of the British Psychological Society鈥檚 Division of Forensic Psychology Conference (2009)
  13. Borgatti, S.P., Mehra, A., Brass, D.J., Labianca, G.: Network Analysis in the Social Sciences. Science聽323(5916), 892鈥?95 (2009) CrossRef
  14. Newgent, R.A., Parr, P.E., Newman, I., Higgins, K.K.: The Riso-Hudson Enneagram Type Indicator: Estimates of Reliability and Validity. Measurement and Evaluation in Counseling and Development聽36(4), 226鈥?37 (2004)
  15. Oatley, G.C.: Computer implementation of indirect questioning techniques for psychological testing. Master鈥檚 thesis, University of Westminster (1996)
  16. Hare, R.D.: Hare Psychopathy Checklist-Revised (PCL-R), 2nd edn. Pearson (2003)
  17. Plutchick, R., Conte, H.R.: Measuring emotions and the derivatives of the emotions: Personality traits, ego defenses and coping styles. In: Contemporary Approaches to Psychological Assessment. Brunner Maze, pp. 239鈥?69 (1989)
  18. Woodworth, M., Hancock, J., Porter, S., Hare, R., Logan, M., O鈥橳oole, M.E., Smith, S.: The Language of Psychopaths: New Findings and Implications for Law Enforcement. FBI Law Enforcement Bulletin (July 2012)
  19. Sumner, C., Byers, A., Boochever, R., Park, G.J.: Predicting Dark Triad Personality Traits from Twitter Usage and a Linguistic Analysis of Tweets. In: Proceedings of the 11th International Conference on Machine Learning and Applications (ICMLA 2012). IEEE Press (2012)
  20. Pennebaker, J.W., King, L.A.: Linguistic styles: language use as an individual difference. Journal of Personality and Social Psychology聽77, 1296鈥?312 (1999) CrossRef
  21. Oberlander, J., Gill, A.J.: Individual differences and implicit language: Personality, parts-of-speech and pervasiveness. In: Proceedings of the 26th Annual Conference of the Cognitive Science Society, pp. 1035鈥?040 (2004)
  22. Oberlander, J., Gill, A.J.: Language with character: A stratified corpus comparison of individual differences in e-mail communication. Discourse Processes聽42(3), 239鈥?70 (2006) CrossRef
  23. Iacobelli, F., Gill, A.J., Nowson, S., Oberlander, J.: Large Scale Personality Classification of Bloggers. In: D鈥橫ello, S., Graesser, A., Schuller, B., Martin, J.-C. (eds.) ACII 2011, Part II. LNCS, vol.聽6975, pp. 568鈥?77. Springer, Heidelberg (2011) CrossRef
  24. Eysenck, H.J.: Four ways five factors are not basic. Personality and Individual Differences聽13(6), 667鈥?73 (1992) CrossRef
  25. Paunonen, S.V., Jackson, D.N.: What is beyond the Big Five? Plenty! Journal of Personality聽68(5), 821鈥?36 (2000) CrossRef
  26. Block, J.: The Five-Factor Framing of Personality and Beyond: Some Ruminations. Psychological Inquiry聽21(1), 2鈥?5 (2010) CrossRef
  27. Szirm谩k, Z., De Raad, B.: Taxonomy and structure of Hungarian personality traits. European Journal of Personality聽8(2), 95鈥?17 (1994) CrossRef
  28. De Fruyt, F., McCrae, R.R., Szirm谩k, Z., Nagy, J.: The Five-Factor Personality Inventory as a Measure of the Five-Factor Model: Belgian, American, and Hungarian Comparisons with the NEO-PI-R. Assessment聽11(3), 207鈥?15 (2004) CrossRef
  29. Cattell, R.B.: The description and measurement of personality. Harcourt, Brace & World (1946)
  30. Eysenck, H.J.: Dimensions of Personality. Routledge & Kegan Paul (1947)
  31. Chernoff, H.: The Use of Faces to Represent Points in k-Dimensional Space Graphically. Journal of the American Statistical Association聽68(342), 361鈥?68 (1973) CrossRef
  32. Alison, L., Bennell, C., Mokros, A., Ormerod, D.: The Personality paradox in offender profiling. A theoretical review of the processes involved in deriving background characterictics from crime scene actions. Psychology, Public Policy, and Law聽8(1), 115鈥?35 (2002) CrossRef
  33. Snook, B., Cullen, R.M., Bennell, C., Taylor, P.J., Gendreau, P.: The Criminal Profiling Illusion: What鈥檚 Behind the Smoke and Mirrors? Criminal Justice and Behavior聽35(10), 1257鈥?276 (2008) CrossRef
  
• 作者单位：Giles Oatley (17)
  Tom Crick (17)
  
  17. Department of Computing & Information Systems, Cardiff Metropolitan University, Cardiff, CF5 2YB, UK
  
• ISSN：1611-3349

文摘

There has been significant interest in the identification and profiling of insider threats, attracting high-profile policy focus and strategic research funding from governments and funding bodies. Recent examples attracting worldwide attention include the cases of Chelsea Manning, Edward Snowden and the US authorities. The challenges with profiling an individual across a range of activities is that their data footprint will legitimately vary significantly based on time and/or location. The insider threat problem is thus a specific instance of the more general problem of profiling complex behaviours. In this paper, we discuss our preliminary research models relating to profiling complex behaviours and present a set of experiments related to changing roles as viewed through large-scale social network datasets, such as Twitter. We employ psycholinguistic metrics in this work, considering changing roles from the standpoint of a trait-based personality theory. We also present further representations, including an alternative psychological theory (not trait-based), and established techniques for crime modelling, spatio-temporal and graph/network, to investigate within a wider reasoning framework.