ScholarGate
Pembantu

Bandingkan kaedah

Semak kaedah pilihan anda secara bersebelahan; baris yang berbeza akan diserlahkan.

Robust Bayesian model averaging×Bayesian Model Averaging×
BidangBayesianBayesian
KeluargaBayesian methodsBayesian methods
Tahun asal1999–20121999
PengasasHoeting, Madigan, Raftery, Volinsky (BMA); robustness extensions by Ley & Steel and othersHoeting, Madigan, Raftery & Volinsky
JenisBayesian model selection and averagingBayesian model averaging
Sumber perintisHoeting, J. A., Madigan, D., Raftery, A. E., & Volinsky, C. T. (1999). Bayesian model averaging: A tutorial. Statistical Science, 14(4), 382–401. link ↗Hoeting, J. A., Madigan, D., Raftery, A. E. & Volinsky, C. T. (1999). Bayesian Model Averaging: A Tutorial. Statistical Science, 14(4), 382–401. link ↗
Aliasrobust BMA, outlier-robust BMA, robust model averaging, heavy-tailed BMABMA, Bayesian model combination, Bayesian Model Ortalaması (BMA)
Berkaitan65
RingkasanRobust Bayesian model averaging extends standard BMA by replacing sensitive conjugate priors with heavy-tailed or mixture priors (e.g., mixtures of g-priors), and optionally robust likelihoods, so that posterior model probabilities and averaged estimates remain stable when data contain outliers, influential observations, or when the prior on model parameters would otherwise dominate the results.Bayesian Model Averaging (BMA), formalised as a tutorial by Hoeting, Madigan, Raftery and Volinsky in 1999, addresses model uncertainty by averaging over all plausible model specifications rather than selecting a single best model. Each candidate model receives a posterior probability that reflects how well it fits the data given a prior, and predictions or coefficient estimates are formed as weighted averages across the entire model space. This approach reduces the bias and overconfidence that arise when a single selected model is treated as the true one.
ScholarGateSet data
  1. v1
  2. 2 Sumber
  3. PUBLISHED
  1. v1
  2. 2 Sumber
  3. PUBLISHED

Pergi ke carian Muat turun slaid

ScholarGateBandingkan kaedah: Robust Bayesian Model Averaging · Bayesian Model Averaging. Dicapai 2026-06-15 daripada https://scholargate.app/ms/compare