Abstract
In recent years, we have been witnessing a third wave of personality analysis that involves the use of automatic tools for the analysis of personality under the title of computational personality analysis. This chapter provides a short introduction to the emerging field of computational personality analysis.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
Bandt, C. & Pompe, B. (2002). Permutation entropy: A natural complexity measure for time series. Physical Review Letters, 88(17), 174102.
Botvinick, M. M. (2012). Hierarchical reinforcement learning and decision making. Current Opinion in Neurobiology, 22(6), 956–962.
Celli, F., Pianesi, F., Stillwell, D. & Kosinski, M. (2013, June). Workshop on computational personality recognition (shared task). In Proceedings of the Workshop on Computational Personality Recognition. Boston, MA: AAAI Press.
Coltheart, M. (1981). The MRC psycholinguistic database. Quarterly Journal of Experimental Psychology, 33A, 497–505.
Diuk, C., Schapiro, A., Córdova, N., Ribas-Fernandes, J., Niv, Y. & Botvinick, M. (2013). Divide and conquer: Hierarchical reinforcement learning and task decomposition in humans. In G. Baldassarre & M. Mirolli (Eds.), Computational and robotic models of the hierarchical organization of behavior (pp. 271–291). Berlin, Germany: Springer.
Garrard, P., Rentoumi, V., Lambert, C., & Owen, D. (2014). Linguistic biomarkers of hubris syndrome. Cortex, 55, 167–181.
Goodfelow, I., Bengio, Y. & Curville, A. (2016). Deep learning. http://www.deeplearningbook.org. Accessed April 20, 2016.
Guyon, I. & Elisseeff, A. (2003). An introduction to variable and feature selection. Journal of Machine Learning Research, 3, 1157–1182.
Kintsch, W. (1998). Comprehension: A paradigm for cognition. Cambridge, UK: Cambridge University Press.
Koppel, M., Schler, J. & Argamon, S. (2011). Authorship attribution in the wild. Language Resources and Evaluation, 45(1), 83–94.
Kosinski, M., Stillwell, D. & Graepel, T. (2013). Private traits and attributes are predictable from digital records of human behavior. Proceedings of the National Academy of Sciences, 110(15), 5802–5805.
Mairesse, F., Walker, M. A., Mehl, M. R. & Moore, R. K. (2007). Using linguistic cues for the automatic recognition of personality in conversation and text. Journal of Artificial Intelligence Research, 30(1), 457–500.
Mohammad, S. M. & Kiritchenko, S. (2013). Using nuances of emotion to identify personality. arXiv preprint arXiv:1309.6352.
Neuman, Y. (2014). Introduction to computational cultural psychology. Cambridge, UK: Cambridge University Press.
Peirce, C. S. (1931–1966). The collected papers of Charles Sanders Peirce. In C. Hartshorne, P. Weiss & A. W. Burks (Eds.) (Vol. 8). Cambridge, MA: Harvard University Press.
Pennebaker, J. W. (2011). The secret life of pronouns. New Scientist, 211(2828), 42–45.
Pennebaker, J. W., Francis, M. E. & Booth, R. J. (2001). Linguistic inquiry and word count: LIWC 2001. Mahwah, NJ: Lawrence Erlbaum Associates.
Snowdon, D. A., Kemper, S. J., Mortimer, J. A., Greiner, L. H., Wekstein, D. R. & Markesbery, W. R. (1996). Linguistic ability in early life and cognitive function and Alzheimer’s disease in late life: Findings from the Nun Study. Jama, 275(7), 528–532.
Stone, J. V. (2015). Information theory: A tutorial introduction. USA: Sebtel Press.
Tang, J., Qu, M. & Mei, Q. (2015, August). Pte: Predictive text embedding through large-scale heterogeneous text networks. In Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (pp. 1165–1174). New York, NY: ACM.
Van de Leemput, I. A., Wichers, M., Cramer, A. O., Borsboom, D., Tuerlinckx, F., Kuppens, P., Scheffer, M. et al. (2014). Critical slowing down as early warning for the onset and termination of depression. Proceedings of the National Academy of Sciences, 111(1), 87–92.
Weston, J., Chopra, S. & Bordes, A. (2014). Memory networks. arXiv preprint arXiv:1410.3916.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
Copyright information
© 2016 Springer International Publishing Switzerland
About this chapter
Cite this chapter
Neuman, Y. (2016). Computational Personality Analysis: When the Machine Meets the Psychologist. In: Computational Personality Analysis. Springer, Cham. https://doi.org/10.1007/978-3-319-42460-6_3
Download citation
DOI: https://doi.org/10.1007/978-3-319-42460-6_3
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-42458-3
Online ISBN: 978-3-319-42460-6
eBook Packages: Computer ScienceComputer Science (R0)