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Bayesian Networks and sex-related homicides

Author

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  • Stahlschmidt, Stephan
  • Tausendteufel, Helmut
  • Härdle, Wolfgang Karl

Abstract

We present a statistical investigation on the domain of sex-related homicides. As general sociological and psychological theory on this specific type of crime is incomplete or even lacking, a data-driven approach is implemented. In detail, graphical modelling is applied to learn the dependency structure and several structure learning algorithms are combined to yield a skeleton corresponding to distinct Bayesian Networks. This graph is subsequently analysed and presents a distinction between an offender and a situation driven crime.

Suggested Citation

  • Stahlschmidt, Stephan & Tausendteufel, Helmut & Härdle, Wolfgang Karl, 2011. "Bayesian Networks and sex-related homicides," SFB 649 Discussion Papers 2011-045, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    • Handle: RePEc:zbw:sfb649:sfb649dp2011-045
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    as
    1. Lin, Lu & Li, Feng & Zhu, Lixing & Härdle, Wolfgang Karl, 2010. "Mean volatility regressions," SFB 649 Discussion Papers 2011-003, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    2. Gunda-Alexandra Detmers & Dieter Nautz, 2012. "The Information Content of Central Bank Interest Rate Projections: Evidence from New Zealand," The Economic Record, The Economic Society of Australia, vol. 88(282), pages 323-329, September.
    3. Yao, Fang, 2011. "Monetary policy, trend inflation and inflation Persistence," SFB 649 Discussion Papers 2011-008, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    4. Biele, Guido & Rieskamp, Jörg & Krugel, Lea K. & Heekeren, Hauke R., 2011. "The neural basis of following advice," SFB 649 Discussion Papers 2011-038, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    5. Kappus, Johanna & Reiß, Markus, 2010. "Estimation of the characteristics of a Lévy process observed at arbitrary frequency," SFB 649 Discussion Papers 2010-015, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    6. Beresford, Alastair R. & Kübler, Dorothea & Preibusch, Sören, 2012. "Unwillingness to pay for privacy: A field experiment," Economics Letters, Elsevier, vol. 117(1), pages 25-27.
    7. Park, Soyoung Q & Kahnt, Thorsten & Rieskamp, Jörg & Heekeren, Hauke R., 2011. "Neurobiology of value integration: When value impacts valuation," SFB 649 Discussion Papers 2011-037, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    8. Klinke, Sigbert, 2011. "Developing web-based tools for the teaching of statistics: Our wikis and the German Wikipedia," SFB 649 Discussion Papers 2011-030, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    9. Rong Liu & Lijian Yang & Wolfgang K. Härdle, 2013. "Oracally Efficient Two-Step Estimation of Generalized Additive Model," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 108(502), pages 619-631, June.
    10. Wolfgang Karl Hardle and Maria Osipenko, 2012. "Spatial Risk Premium on Weather Derivatives and Hedging Weather Exposure in Electricity," The Energy Journal, International Association for Energy Economics, vol. 0(Number 2).
    11. Hofmann, Dirk & Qari, Salmai, 2011. "The law of attraction bilateral search and horizontal heterogeneity," SFB 649 Discussion Papers 2011-017, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    12. Akdeniz Duran, Esra & Härdle, Wolfgang Karl & Osipenko, Maria, 2012. "Difference based ridge and Liu type estimators in semiparametric regression models," Journal of Multivariate Analysis, Elsevier, vol. 105(1), pages 164-175.
    13. Till Strohsal & Enzo Weber, 2014. "Mean-variance cointegration and the expectations hypothesis," Quantitative Finance, Taylor & Francis Journals, vol. 14(11), pages 1983-1997, November.
    14. Reiß, Markus, 2011. "Asymptotic equivalence and sufficiency for volatility estimation under microstructure noise," SFB 649 Discussion Papers 2011-028, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    15. Dietmar Fehr & Julia Schmid, 2018. "Exclusion in all‐pay auctions: An experimental investigation," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 27(2), pages 326-339, June.
    16. Belitz, Heike & Clemens, Marius & von Hirschhausen, Christian & Schmidt-Ehmcke, Jens & Werwatz, Axel & Zloczysti, Petra, 2011. "An indicator for national systems of innovation: Methodology and application to 17 industrialized countries," SFB 649 Discussion Papers 2011-036, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    17. Michael C. Burda & Jennifer Hunt, 2011. "What Explains the German Labor Market Miracle in the Great Recession," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 42(1 (Spring), pages 273-335.
    18. Mechtenberg, Lydia & Münster, Johannes, 2012. "A strategic mediator who is biased in the same direction as the expert can improve information transmission," Economics Letters, Elsevier, vol. 117(2), pages 490-492.
    19. Liu, Xiaoliang & Xu, Wei & Odening, Martin, 2011. "Can crop yield risk be globally diversified?," SFB 649 Discussion Papers 2011-018, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    20. Santiago Moreno-Bromberg & Luca Taschini, 2011. "Pollution permits, Strategic Trading and Dynamic Technology Adoption," Papers 1103.2914, arXiv.org.
    21. Zheng, Shuzhuan & Yang, Lijian & Härdle, Wolfgang Karl, 2010. "A confidence corridor for sparse longitudinal data curves," SFB 649 Discussion Papers 2011-002, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    22. Wolfgang Karl Härdle & Brenda López Cabrera & Ostap Okhrin & Weining Wang, 2016. "Localizing Temperature Risk," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 111(516), pages 1491-1508, October.
    23. Duran, Esra Akdeniz & Guo, Mengmeng & Härdle, Wolfgang Karl, 2010. "A confidence corridor for expectile functions," SFB 649 Discussion Papers 2011-004, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    24. Reiß, Markus & Rozenholc, Yves & Cuenod, Charles A., 2011. "Pointwise adaptive estimation for quantile regression," SFB 649 Discussion Papers 2011-029, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    25. Bibinger, Markus, 2011. "Asymptotics of asynchronicity," SFB 649 Discussion Papers 2011-033, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    26. Härdle, Wolfgang Karl & Spokoiny, Vladimir & Wang, Weining, 2010. "Local quantile regression," SFB 649 Discussion Papers 2011-005, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    27. Diels, Jana Luisa & Wiebach, Nicole, 2011. "Customer reactions in Out-of-Stock situations: Do promotion-induced phantom positions alleviate the similarity substitution hypothsis?," SFB 649 Discussion Papers 2011-021, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    28. Meyer-Gohde, Alexander, 2011. "Sticky information and determinacy," SFB 649 Discussion Papers 2011-006, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    29. Fehr, Dietmar & Schmid, Julia, 2011. "Exclusion in the all-pay auction: An experimental investigation," SFB 649 Discussion Papers 2011-009, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    30. Bunk, Patrick, 2011. "News-driven business cycles in SVARs," SFB 649 Discussion Papers 2011-040, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    31. Scheffel, Juliane, 2011. "How do unusual working schedules affect social life?," SFB 649 Discussion Papers 2011-025, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    32. Scheffel, Juliane, 2011. "Identifying the effect of temporal work flexibility on parental time with children," SFB 649 Discussion Papers 2011-024, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    33. Bindseil, Ulrich & König, Philipp Johann, 2011. "The economics of TARGET2 balances," SFB 649 Discussion Papers 2011-035, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    34. Yao, Fang, 2011. "Monetary Policy, Trend Inflation and Inflation Persistence," VfS Annual Conference 2011 (Frankfurt, Main): The Order of the World Economy - Lessons from the Crisis 48718, Verein für Socialpolitik / German Economic Association.
    35. Herrera, Rodrigo & Schipp, Bernhard, 2011. "Extreme value models in a conditional duration intensity framework," SFB 649 Discussion Papers 2011-022, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    36. Bindseil, Ulrich & Lamoot, Jeroen, 2011. "The Basel III framework for liquidity standards and monetary policy implementation," SFB 649 Discussion Papers 2011-041, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
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    More about this item

    Keywords

    Bayesian Networks; structure learning; offender profiling;
    All these keywords.

    JEL classification:

    • C49 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - Other
    • C81 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - Methodology for Collecting, Estimating, and Organizing Microeconomic Data; Data Access
    • K42 - Law and Economics - - Legal Procedure, the Legal System, and Illegal Behavior - - - Illegal Behavior and the Enforcement of Law

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