Suchit Mehrotra
College of Sciences
Works (3)
Updated: July 5th, 2023 14:46
2021 article
Simultaneous variable selection, clustering, and smoothing in function-on-scalar regression
Mehrotra, S., & Maity, A. (2021, November 22). CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE, Vol. 11.
author keywords: Clustering; dimension reduction; Dirichlet process; function-on-scalar regression; variable selection
TL;DR:
This work addresses the problem of multicollinearity in a function‐on‐scalar regression model by using a prior that simultaneously selects, clusters, and smooths functional effects, performing dimension reduction without dropping relevant predictors from the model.
(via Semantic Scholar)
open access via arxiv.org (repository)
UN Sustainable Development Goal Categories
3. Good Health and Well-being
(Web of Science)
5. Gender Equality
(OpenAlex)
Sources: Web Of Science, NC State University Libraries
Added: November 29, 2021
2020 journal article
Machine learning does not improve upon traditional regression in predicting outcomes in atrial fibrillation: an analysis of the ORBIT-AF and GARFIELD-AF registries
EUROPACE, 22(11), 1635–1644.
author keywords: Machine learning; Outcomes; Atrial fibrillation
MeSH headings : Anticoagulants; Atrial Fibrillation / diagnosis; Humans; Machine Learning; Prospective Studies; Registries; Risk Assessment; Risk Factors; Stroke / diagnosis; Stroke / epidemiology
TL;DR:
When developed from two large, community-based AF registries, ML techniques did not improve prediction modelling of death, major bleeding, or stroke.
(via Semantic Scholar)
UN Sustainable Development Goal Categories
3. Good Health and Well-being
(Web of Science)
10. Reduced Inequalities
(OpenAlex)
Source: Web Of Science
Added: January 19, 2021
2019 article
Machine learning in 'big data': handle with care
Loring, Z., Mehrotra, S., & Piccini, J. P. (2019, September). EUROPACE, Vol. 21, pp. 1284–1285.
MeSH headings : Atrial Fibrillation; Cohort Studies; Humans; Machine Learning
TL;DR:
A 70-year-old man presented to the emergency department with syncope and Diagnostic work-up revealed adrenocorticotropic hormone (ACTH)- producing pheophomocytoma.
(via Semantic Scholar)
UN Sustainable Development Goal Categories
3. Good Health and Well-being
(Web of Science)
Source: Web Of Science
Added: April 20, 2020
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