6 papers
Bayes in Wonderland! Predictive supervised classification inference hits unpredictability
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…
Bayesian supervised predictive classification and hypothesis testing toolkit for partition exchangeability
Ville Kinnula, Jing Tang, Ali Amiryousefi
Bayesian supervised predictive classifiers, hypothesis testing, and parametric estimation under Partition Exchangeability are implemented. The two classifiers presented are the mar…
Continuous-time Markov chain as a generic trait-based evolutionary model
Ali Amiryousefi
More than ever, today we are left with the abundance of molecular data outpaced by the advancements of the phylogenomic methods. Especially in the case of presence of many genes ov…
SPAGETI: Stabilizing Phylogenetic Assessment with Gene Evolutionary Tree Indices
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. However, individual genes contai…
Inductive Inference in Supervised Classification
Ali Amiryousefi
Inductive inference in supervised classification context constitutes to methods and approaches to assign some objects or items into different predefined classes using a formal rule…
Asymptotic Supervised Predictive Classifiers under Partition Exchangeability
Ali Amiryousefi
The convergence of simultaneous and marginal predictive classifiers under partition exchangeability in supervised classification is obtained. The result shows the asymptotic conver…