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data-analysis

Mentors and Regional Facilitators
Name Region Skills Interests
Alana Romanella Campus Champions
Balamurugan Desinghu ACCESS CSSN, Campus Champions, CAREERS, Northeast
diana Trotman CAREERS
Daniel Sierra-Sosa Campus Champions
Fernando Garzon ACCESS CSSN
Georgia Stuart TRECIS
Craig Gross Campus Champions
Iman Rahbari Campus Champions, ACCESS CSSN
Jason Yalim Campus Champions
Katia Bulekova ACCESS CSSN, Campus Champions, CAREERS, Northeast
Laura Christopherson Campus Champions
shuai liu ACCESS CSSN
Michael Puerrer Campus Champions, Northeast
Maryam Taeb
Mahmoud Parvizi Campus Champions
Paul Rulis Campus Champions
Russell Hofmann ACCESS CSSN
Xiaoqin Huang ACCESS CSSN
Suhong Li CAREERS, ACCESS CSSN
Swabir Silayi Campus Champions
Yun Shen CAREERS, Northeast, ACCESS CSSN
Users
Name Roles Skills Interests
Anish Gaikwad
student facilitator
Ahamed Arafaat…
student facilitator
Arvind Sai Che…
student facilitator
Carlos Paniagua
researcher/educator
Balamurugan Desinghu
mentor
researcher/educator
rcf
diana Trotman
student facilitator
rcf
mentee
Denis Kornev
researcher/educator
Emma Strand
student facilitator
cheng fang
student facilitator
Yuanyuan Zeng
student facilitator
Gabrielle Martinez
student facilitator
Chris Hemme
researcher/educator
Hening Cui
student facilitator
Ifeoma Ugwuanyi
student facilitator
Rui Feng Ye
student facilitator
Katia Bulekova
mentor
rcf
Katie Salas
student facilitator
Lenore Martin
researcher/educator
Minxiu Shi
student facilitator
Mohamed Eltayeb
student facilitator
Parth Shah
student facilitator
Qingdou Han
student facilitator
RAM PALASETTY
student facilitator
Ryan De Lorenzo
student facilitator
Sanguthevar Ra…
researcher/educator
Shagesh Sridharan
student facilitator
Suhong Li
mentor
researcher/educator
Stanley Nwoji
researcher/educator
Som Bishoyi
student facilitator
Seth Rosen
student facilitator
Sydney Shearer
student facilitator
Ying-Chih Sun
student facilitator
Tejasvi Munge
student facilitator
William Feng
student facilitator
Yun Shen
mentor
Yuming Ding
student facilitator
Zoe Reich
student facilitator
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Engagements

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: Finishing Up

People with Expertise

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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Expertise

Raghunandan Pratoori

Iowa State University

Programs

ACCESS CSSN

Roles

student-facilitator

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Expertise

c
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masoud keramati

Northeastern University

Programs

ACCESS CSSN

Roles

student-facilitator, cssn

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Expertise

People with Interest

Oriana Silva

University of North Texas

Programs

ACCESS CSSN

Roles

student-facilitator

Oriana Silva

Interests

diana Trotman

Queens borough community college

Programs

CAREERS

Roles

student-facilitator, research computing facilitator, mentee

Student facilitator

Interests

Denis Kornev

Harrisburg University of Science and Technology

Programs

CAREERS

Roles

researcher/educator

Placeholder headshot

Interests