Search Results for author: Ali Amiryousefi

Found 4 papers, 1 papers with code

Bayes in Wonderland! Predictive supervised classification inference hits unpredictability

1 code implementation3 Dec 2021 Ali Amiryousefi, Ville Kinnula, Jing Tang

The marginal Bayesian predictive classifiers (mBpc) as opposed to the simultaneous Bayesian predictive classifiers (sBpc), handle each data separately and hence tacitly assumes the independence of the observations.

Classification

SPAGETI: Stabilizing Phylogenetic Assessment with Gene Evolutionary Tree Indices

no code implementations25 Nov 2021 Ali Amiryousefi

The standard approach to estimate species trees is to align a selected set of genes, concatenate the alignments and then estimate a consensus tree.

Inductive Inference in Supervised Classification

no code implementations18 Mar 2021 Ali Amiryousefi

These two cases are the main focus of this thesis and based on Bayesian inductive theories, de Finetti type exchangeability is a suitable assumption that facilitates the derivation of classifiers in the former scenario.

Classification General Classification

Asymptotic Supervised Predictive Classifiers under Partition Exchangeability

no code implementations26 Jan 2021 Ali Amiryousefi

The convergence of simultaneous and marginal predictive classifiers under partition exchangeability in supervised classification is obtained.

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