activity
20082023
most citedHigh-Dimensional Feature Selection for Genomic Datasets

27 citations · 45 across the 25 of their papers we have counts for

collaborators

28 papers

q-bio.GN2023

Assessing the Reproducibility of Machine-learning-based Biomarker Discovery in Parkinson's Disease

Ali Amelia, Lourdes Pena-Castillo, Hamid Usefi

Genome-Wide Association Studies (GWAS) help identify genetic variations in people with diseases such as Parkinson's disease (PD), which are less common in those without the disease…

stat.ME2022

Unsupervised Liu-type Shrinkage Estimators for Mixture of Regression Models

Elsayed Ghanem, Armin Hatefi, Hamid Usefi

In many applications (e.g., medical studies), the population of interest (e.g., disease status) comprises heterogeneous subpopulations. The mixture of probabilistic regression mode…

stat.ME2022

Liu-type Shrinkage Estimators for Mixture of Logistic Regressions: An Osteoporosis Study

Elsayed Ghanem, Armin Hatefi, Hamid Usefi

The logistic regression model is one of the most powerful statistical methods for the analysis of binary data. The logistic regression allows to use a set of covariates to explain…

cs.LG2020

Clustering, multicollinearity, and singular vectors

Hamid Usefi

Let be a matrix with its pseudo-matrix and set . We prove that, after re-ordering the columns of , the matrix has a block-diagonal form w…

q-bio.QM2020

Detecting ulcerative colitis from colon samples using efficient feature selection and machine learning

Hanieh Marvi Khorasani, Hamid Usefi, Lourdes Peña-Castillo

Ulcerative colitis (UC) is one of the most common forms of inflammatory bowel disease (IBD) characterized by inflammation of the mucosal layer of the colon. Diagnosis of UC is base…

math.RA2020

Solvability of Poisson algebras

Salvatore Siciliano, Hamid Usefi

Let be a Poisson algebra with a Lie bracket over a field $\F$ of characteristic . In this paper, the Lie structure of is investigated. In particular, if $…