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Title Date
Throughput Computing 2024 7/08/24

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Investigation of robustness of state of the art methods for anxiety detection in real-world conditions
University of Illinois at Urbana-Champaign

I am new to ACCESS. I have a little bit of past experience running code on NCSA's Blue Waters. As a self-taught programmer, it would be interesting to learn from an experienced mentor. 

Here's an overview of my project:

Anxiety detection is topic that is actively studied but struggles to generalize and perform outside of controlled lab environments. I propose to critically analyze state of the art detection methods to quantitatively quantify failure modes of existing applied machine learning models and introduce methods to robustify real-world challenges. The aim is to start the study by performing sensitivity analysis of existing best-performing models, then testing existing hypothesis of real-world failure of these models. We predict that this will lead us to understand more deeply why models fail and use explainability to design better in-lab experimental protocols and machine learning models that can perform better in real-world scenarios. Findings will dictate future directions that may include improving personalized health detection, careful design of experimental protocols that empower transfer learning to expand on existing reach of anxiety detection models, use explainability techniques to inform better sensing methods and hardware, and other interesting future directions.

Status: Complete

People with Expertise

Ahamed Arafaath Muthalif Mubarak Ali

New Jersey Institute of Technology

Programs

CAREERS

Roles

student-facilitator

Placeholder headshot

Expertise

+20 more tags

Mohsen Ahmadkhani

Programs

CCMNet

Roles

CCMNet

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Expertise

Frédéric Chevalier

Texas Biomedical Research Institute

Programs

Campus Champions

Roles

researcher/educator, domain champion

Expertise

People with Interest

yaniv kovalski

Stonehill College

Programs

Northeast

Roles

student-facilitator

Interests

Emanuela Riglioni

Programs

ACCESS CSSN

Roles

student-facilitator

Portrait E.Riglioni

Interests

+40 more tags

Iman Rahbari

University of Southern California

Programs

Campus Champions, ACCESS CSSN

Roles

mentor, researcher/educator, research computing facilitator, research software engineer, cssn

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+47 more tags