Classification Tree Model for Determining Society Unsafety Factors Convicted

Olha Kovalchuk, Nataliіa Chudyk, Tetiana Drakokhrust, Valerii Kaniuka, Roman Ivanytskyy and Larysa Khokhlova

References:

1. L.J. Leonard, “Can Restorative Justice Provide a Better Outcome for Participants and Society than the Courts?,” Laws, vol. 11:14, 2022.
2. D. Stemen, “The Prison Paradox: More Incarceration Will Not Make Us Safer,” New York: Vera Institute of Justice, 2017, 12 p. Available online: https://www.vera.org.
3. O.W. Letlape, and M. Dube, “The Parole Officials’ Views Concerning the Parole System in Rehabilitating Offenders: Experiences from Brits Community Correction Centre in South Africa,” Soc. Sci., vol. 12:410, 2023.
4. O. Kovalchuk, M. Kasianchuk, M. Karpinski, and R. Shevchuk, “Decision-Making Supporting Models Concerning the Internal Security of the State,” International Journal of Electronics and Telecommunications, vol. 69(2), 2023, pp. 301‒307.
5. O. Arandjelović, “Crime and Punishment: A Rethink,” Philosophies, vol. 8:47, 2023.
6. K. Bullock, and A. Bunce, “The prison don’t talk to you about getting out of prison’: On why prisons in England and Wales fail to rehabilitate prisoners,” Criminol. Crim. Justice, vol. 20, 2020, pp. 111–127.
7. B. Agozino, “Reparative justice: The final stage of decolonization,” Punishm. Soc., vol. 23, 2021, pp. 613–630.
8. I. Testoni, I. Nencioni, M. Arbien, E. Iacona, F. Marrella, V. Gorzegno, C. Selmi, F. Vianello, A. Nava, A. Zamperini, et al., “Mental Health in Prison: Integrating the Perspectives of Prison Staff,” Int. J. Environ. Res. Public Health, vol. 18:11254, 2021.
9. A. Karlsson, and A. Håkansson, “Crime-Specific Recidivism in Criminal Justice Clients with Substance Use—A Cohort Study,” Int. J. Environ. Res. Public Health, vol. 19:7623, 2022.
10. A. Pękala-Wojciechowska, A. Kacprzak, K. Pękala, M. Chomczyńska, P. Chomczyński, M. Marczak, R. Kozłowski, D. Timler, A. Lipert, A. Ogonowska et al., “Mental and Physical Health Problems as Conditions of Ex-Prisoner Re-Entry,” Int. J. Environ. Res. Public Health, vol. 18:7642, 2021.
11. C. Webster, and M. Qasim, “The Effects of Poverty and Prison on British Muslim Men Who Offend,” Soc Sci., vol. 7:184, 2018.
12. K.M. Berezka, O.Ya. Kovalchuk, S.V. Banakh, S.V. Zlyvko, and R. Hrechaniuk, “A Binary Logistic Regression Model for Support Decision Making in Criminal Justice,” Folia Oeconomica Stetinensia, vol. 22(1), 2022, pp. 1‒17.
13. C.C. Onyeneke, and A.H. Karam, “An Exploratory Study of Crime: Examining Lived Experiences of Crime through Socioeconomic, Demographic, and Physical Characteristics,” Urban Sci., vol. 6, 43, 2022.
14. M. Sharma, “Classification using Decision Trees,” Medium, May 23, 2022. Available online: https://medium.com/@muditbits/classification-using-decision-trees-6b01939e01a5.
15. C.A. Shanon, “Mathematical Theory of Communication,” The Bell Systems Technical Journal, vol. 27:1948, pp. 379‒423.
16. TIBCO Statistica, “User’s Guide,” 2024. Available online: https://docs.tibco.com/pub/stat/14.0.0/doc/html/UsersGuide/GUID-B3E7379A-0459-4650-A614-1D8974325AB1.html.
17. M.R. Kamaluddin, N.A. Mahat, G.A. Mat Saat, A. Othman, I.L. Anthony, S. Kumar, S. Wahab, S. Meyappan, B. Radhakrishnan, and F. Ibrahim, “The Psychology of Murder Concealment,” Acts. Int. J. Environ. Res. Public Health, vol. 18:3113, 2021.
18. S.-C. Hsu, K.-Y. Chen, C.-P. Lin, and W.-H. Su, “Knowledge Development Trajectories of Crime Prevention Domain: An Academic Study Based on Citation and Main Path Analysis,” International Journal of Environmental Research and Public Health, vol. 19(17):10616, 2022.
19. R. Yu, N. Langstrom, M. Forsman, A. Sjolander, S. Fazel, and Ya. Molero, “Associations between prisons and recidivism: A nationwide longitudinal study,” PLoS ONE, vol. 17:e0267941, 2022.
20. D. Yukhnenko, N. Blackwood, and S. Fazel, “Risk factors for recidivism in individuals receiving community sentences: A systematic review and meta-analysis,” CNS Spectrums, vol. 25(2), 2020, pp. 252–263.