Search Results for author: Edward Chen

Found 7 papers, 0 papers with code

Dynamic Model Agnostic Reliability Evaluation of Machine-Learning Methods Integrated in Instrumentation & Control Systems

no code implementations8 Aug 2023 Edward Chen, Han Bao, Nam Dinh

The method, referred to as the Laplacian distributed decay for reliability (LADDR), determines the difference between the operational and training datasets, which is used to calculate a prediction's relative reliability.

Out-of-Distribution Detection

Advanced Transient Diagnostic with Ensemble Digital Twin Modeling

no code implementations23 May 2022 Edward Chen, Linyu Lin, Nam T. Dinh

The use of machine learning (ML) model as digital-twins for reduced-order-modeling (ROM) in lieu of system codes has grown traction over the past few years.

A Study of Domain Generalization on Ultrasound-based Multi-Class Segmentation of Arteries, Veins, Ligaments, and Nerves Using Transfer Learning

no code implementations13 Nov 2020 Edward Chen, Tejas Sudharshan Mathai, Vinit Sarode, Howie Choset, John Galeotti

Identifying landmarks in the femoral area is crucial for ultrasound (US) -based robot-guided catheter insertion, and their presentation varies when imaged with different scanners.

Domain Generalization Transfer Learning

YouTube-8M Video Understanding Challenge Approach and Applications

no code implementations26 Jun 2017 Edward Chen

This paper introduces the YouTube-8M Video Understanding Challenge hosted as a Kaggle competition and also describes my approach to experimenting with various models.

Ensemble Learning Video Understanding

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