Search Results for author: Sarmad Mehrdad

Found 2 papers, 0 papers with code

FiMReSt: Finite Mixture of Multivariate Regulated Skew-t Kernels -- A Flexible Probabilistic Model for Multi-Clustered Data with Asymmetrically-Scattered Non-Gaussian Kernels

no code implementations15 May 2023 Sarmad Mehrdad, S. Farokh Atashzar

Recently skew-t mixture models have been introduced as a flexible probabilistic modeling technique taking into account both skewness in data clusters and the statistical degree of freedom (S-DoF) to improve modeling generalizability, and robustness to heavy tails and skewness.

Deterioration Prediction using Time-Series of Three Vital Signs and Current Clinical Features Amongst COVID-19 Patients

no code implementations12 Oct 2022 Sarmad Mehrdad, Farah E. Shamout, Yao Wang, S. Farokh Atashzar

This is infeasible for telehealth solutions and highlights a gap in deterioration prediction models that are based on minimal data, which can be recorded at a large scale in any clinic, nursing home, or even at the patient's home.

Time Series Time Series Analysis

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