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Extracting the patterns of truthfulness from political information systems in Serbia

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  • Nenad Tomašev

    (Jožef Stefan Institute)

Abstract

In modern information societies, there are information systems that track and log parts of the ongoing political discourse. Due to the sheer volume of the accumulated data, automated tools are required in order to enable citizens to better interpret political statements and promises, as well as evaluate their truthfulness. We propose an approach to use the established machine learning and data mining techniques for analyzing annotated political statements and promises available via the Serbian Truth-o-meter (Istinomer) system in order to extract and interpret the hidden patterns of truthfulness and deceit. We perform standard textual processing and topic extraction and associate topical truthfulness profiles with the promise makers, for pattern discovery and prediction. Prevailing trends in Serbian political discourse emerge as strong association rules where truthfulness is set as the target variable. The evaluated set of standard content-based prediction models exhibit a bias towards the negative outcomes, due to an overall low truthfulness rate in the data. Our results demonstrate that it is possible to use data mining within political information systems for generating insights into the workings of governments.

Suggested Citation

  • Nenad Tomašev, 2017. "Extracting the patterns of truthfulness from political information systems in Serbia," Information Systems Frontiers, Springer, vol. 19(1), pages 109-127, February.
    • Handle: RePEc:spr:infosf:v:19:y:2017:i:1:d:10.1007_s10796-015-9596-8
    DOI: 10.1007/s10796-015-9596-8
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    References listed on IDEAS

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    1. Pedro Sanches & Eric-Oluf Svee & Markus Bylund & Benjamin Hirsch & Magnus Boman, 2013. "Knowing Your Population: Privacy-Sensitive Mining of Massive Data," Network and Communication Technologies, Canadian Center of Science and Education, vol. 2(1), pages 1-34, May.
    2. Carrubba, Clifford J. & Gabel, Matthew & Murrah, Lacey & Clough, Ryan & Montgomery, Elizabeth & Schambach, Rebecca, 2006. "Off the Record: Unrecorded Legislative Votes, Selection Bias and Roll-Call Vote Analysis," British Journal of Political Science, Cambridge University Press, vol. 36(4), pages 691-704, October.
    3. Jackman, Simon, 2001. "Multidimensional Analysis of Roll Call Data via Bayesian Simulation: Identification, Estimation, Inference, and Model Checking," Political Analysis, Cambridge University Press, vol. 9(3), pages 227-241, January.
    4. repec:bla:jcmkts:v:47:y:2009:i::p:43-62 is not listed on IDEAS
    5. Vijay V. Raghavan & S. K. M. Wong, 1986. "A critical analysis of vector space model for information retrieval," Journal of the American Society for Information Science, Association for Information Science & Technology, vol. 37(5), pages 279-287, September.
    Full references (including those not matched with items on IDEAS)

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