Reza Soleimani
College of Engineering
Works (4)
Updated: November 28th, 2024 05:01
2024 journal article
The Impact of Pause and Filler Word Encoding on Dementia Detection with Contrastive Learning
APPLIED SCIENCES-BASEL, 14(19).
author keywords: dementia; contrastive learning; deep learning; text classification; LLMs; NLP
open access via doi.org (publisher)
Sources: Web Of Science, ORCID, NC State University Libraries
Added: October 8, 2024
2023 review
Advances in Modeling and Interpretability of Deep Neural Sleep Staging: A Systematic Review
[Review of ]. PHYSIOLOGIA, 4(1), 1–42.
author keywords: sleep stage classification; EEG; ECG; deep learning; contrastive learning; transfer learning; data augmentation; interpretability
TL;DR:
An improvement in performance up to 12% on standard datasets over the last 5 years is identified and the causes for these trends seem to be caused by incorporating new architectural components, such as the use of transformers and contrastive learning.
(via Semantic Scholar)
UN Sustainable Development Goal Categories
16. Peace, Justice and Strong Institutions
(OpenAlex)
Sources: Web Of Science, ORCID, NC State University Libraries
Added: February 1, 2024
2022 journal article
Enhancing Inference on Physiological and Kinematic Periodic Signals via Phase-Based Interpretability and Multi-Task Learning
INFORMATION, 13(7).
author keywords: multi-task learning; interpretability; synthetic signal generation; physiological signals; periodic signals; ECG; IMU; deep learning; forecasting; classification
TL;DR:
This work introduces a methodology for improving inference on physiological and kinematic signals by incorporating phase-based interpretability and other inference tasks into a multi-task framework applied to a generative model and introduces an interpretable unit in a neural network, which imposes an interpreted structure on the model.
(via Semantic Scholar)
UN Sustainable Development Goal Categories
11. Sustainable Cities and Communities
(Web of Science)
Sources: Web Of Science, ORCID, NC State University Libraries
Added: August 8, 2022
2022 journal article
Performance enhancement of an uncertain nonlinear medical robot with optimal nonlinear robust controller
COMPUTERS IN BIOLOGY AND MEDICINE, 146.
author keywords: Medical robots; Robust control; Uncertainty; Optimization
MeSH headings : Algorithms; Computer Simulation; Humans; Nonlinear Dynamics; Robotics / methods; Uncertainty
TL;DR:
This study aims to optimize two nonlinear robust controllers for the first time for the parallel manipulator for cardiopulmonary resuscitation to reduce overshoot, increase accuracy, increase convergence speed, and increase robustness to destructive factors affecting the precision of the robots.
(via Semantic Scholar)
UN Sustainable Development Goal Categories
11. Sustainable Cities and Communities
(Web of Science)
Source: Web Of Science
Added: June 20, 2022