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Identifiability in robust estimation of tree structured models

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Publication:6090235
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DOI10.3150/22-bej1477arXiv2102.05472OpenAlexW4388513436MaRDI QIDQ6090235

Piotr Zwiernik, Marta Casanellas, Marina Garrote-López

Publication date: 14 November 2023

Published in: Bernoulli (Search for Journal in Brave)

Full work available at URL: https://arxiv.org/abs/2102.05472


zbMATH Keywords

latent tree modelslearning tree structurenoisy data on trees


Mathematics Subject Classification ID

Artificial intelligence (68Txx) Inference from stochastic processes (62Mxx) Multivariate analysis (62Hxx)




Cites Work

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  • Full reconstruction of Markov models on evolutionary trees: identifiability and consistency.
  • Learning a tree-structured Ising model in order to make predictions
  • A note on positive definite matrices
  • A tree-structured Markov random field model for bayesian image segmentation
  • Latent tree models
  • Robust Estimation of Latent Tree Graphical Models: Inferring Hidden States With Inexact Parameters
  • Learning Latent Tree Graphical Models
  • Approximating discrete probability distributions with dependence trees


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