Machine learningMachine learning

Bayesian Decision Tree

Bayesian Decision Tree (Bayesian CART) postavlja apriorne distribucije na strukture stabala i parametre listova, a zatim koristi Markovljeve lance Monte Carlo za istraživanje aposteriorne distribucije stabala s obzirom na podatke. Umjesto jednog najboljeg stabla, proizvodi distribuciju vjerojatnih stabala čije se predikcije prosječuju, dajući kalibrirane procjene nesigurnosti uz točkaste predikcije.

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Izvori

  1. Chipman, H. A., George, E. I., & McCulloch, R. E. (1998). Bayesian CART model search. Journal of the American Statistical Association, 93(443), 935–948. DOI: 10.1080/01621459.1998.10473750
  2. Denison, D. G. T., Mallick, B. K., & Smith, A. F. M. (1998). A Bayesian CART algorithm. Biometrika, 85(2), 363–377. link

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ScholarGate. (2026, June 3). Bayesian Decision Tree (Bayesian CART). ScholarGate. https://scholargate.app/hr/machine-learning/bayesian-decision-tree

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Citirana u

ScholarGateBayesian Decision Tree (Bayesian Decision Tree (Bayesian CART)). Preuzeto 2026-06-15 s https://scholargate.app/hr/machine-learning/bayesian-decision-tree · Skup podataka: https://doi.org/10.5281/zenodo.20539026