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A big data approach to the development of mixed-effects models for seizure count data.

Joseph J TharayilSharon ChiangRobert MossJohn M SternWilliam H TheodoreDaniel M Goldenholz
Published in: Epilepsia (2017)
The optimal model can be used to generate more realistic simulated patient data with very few input parameters. The availability of a parsimonious, realistic virtual patient model can be of great utility in simulations of phase II/III clinical trials, epilepsy monitoring units, outpatient biosensors, and mobile Health (mHealth) applications.
Keyphrases
  • big data
  • phase ii
  • clinical trial
  • artificial intelligence
  • machine learning
  • open label
  • case report
  • electronic health record
  • molecular dynamics
  • deep learning
  • double blind
  • monte carlo