Measuring Self-Esteem with Passive Sensing Mehrab Bin Morshed* - - PowerPoint PPT Presentation

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Measuring Self-Esteem with Passive Sensing Mehrab Bin Morshed* - - PowerPoint PPT Presentation

May 29, 2023 482 likes •587 views

CampusLife Measuring Self-Esteem with Passive Sensing Mehrab Bin Morshed* Koustuv Saha* Munmun De Choudhury Gregory D. Abowd Thomas Pltz CBA Figure: Maslows Hierarchy of Needs Research Question Can we automatically and scalably

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Measuring Self-Esteem with Passive Sensing

Mehrab Bin Morshed* Koustuv Saha* Munmun De Choudhury Gregory D. Abowd Thomas Plötz

CBA

CampusLife

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SLIDE 2

Figure: Maslow’s Hierarchy of Needs

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SLIDE 3
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SLIDE 4

Research Question

Can we automatically and scalably predict self-esteem using passive sensing modalities available on commodity devices?

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SLIDE 5

Study and Dataset

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SLIDE 6

CampusLife

Participants

Study and Dataset

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Ground-truth

  • EMA-based surveys of self-esteem
  • Physical, Social, and Appearance self-esteem

Statistical Modeling

  • Features: Passive sensing data (calls, text, conversational

frequencies, physical activities)

  • Regression

Prediction Methodology

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SLIDE 8

Results

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Feature Importance

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SLIDE 10
  • Passively sensed data can measure

self-esteem.

  • Wellbeing in situated communities

Takeaways Measuring Self-Esteem with Passive Sensing

mehrab.morshed@gatech.edu @mehrab_morshed koustuv.saha@gatech.edu @kous2v

CBA