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eHealth Research Lab

 
 
 
 
 
 
 

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Sample Publications


Dynamic Feature Acquisition Using Denoising Autoencoders

In real-world scenarios, different features have different acquisition costs at test-time which necessitates cost-aware methods to optimize the cost and performance trade-off. This paper introduces a novel and scalable approach for cost-aware feature acquisition at test-time. The method incrementally asks for features based on the available context that are known feature values. The proposed method is based on sensitivity analysis in neural networks and density estimation using denoising autoencoders with binary representation layers.

  • Mohammad Kachuee
  • Sajad Darabi
  • Babak Moatamed
  • Majid Sarrafzadeh
2018November

An Active Learning Based Prediction of Epidural Stimulation Outcome in Spinal Cord Injury Patients Using Dynamic Sample weighting

Recent studies suggest that epidural stimulation of the spinal cord could increase the motor pattern both in motor and sensory complete spinal cord injury (SCI) patients. This paper presents a novel technique using machine learning methods to predict the functionality of a SCI patient after epidural stimulation.

  • Mohammad Kachuee
  • Lisa D. Moore
  • Tali Homsey
  • Hamidreza Ghasemi Damavandi
  • Babak Moatamed
  • Anahita Hosseini
  • Ruyi Huang
  • James Leiter
  • Daniel C. Lu
  • Majid Sarrafzadeh
2017July

Feasibility of a Secure Wireless Sensing Smartwatch Application for the Self-Management of Pediatric Asthma

To address the need for asthma self-management in pediatrics, we present the feasibility of a mobile health (mHealth) platform built on their prior work in an asthmatic adult and child.

  • Anahita Hosseini
  • Chris M. Buonocore
  • Sepideh Hashemzadeh
  • Hannaneh Hojaiji
  • Haik Kalantarian
  • Costas Sideris
  • Alex A.T. Buis
  • Christine E. King
  • Majid Sarrafzadeh
2017June

Members

Majid Sarrafzadeh

Professor

Babak Moatamed

Ph.D.

Anahita Hosseini

Ph.D.

Migyeong Gwak

Ph.D.

Mohammad Kachuee

Ph.D.

Sajad Darabi

Ph.D.

Shayan Fazeli

Ph.D.

Ghazaal Ershadi

Ph.D.

Tyler Davis

Ph.D.

Kimmo Kärkkäinen

Ph.D.

Orpaz Goldstein

Ph.D.

Davina Zamanzadeh

Ph.D.

Lionel Levine

M.Sc

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