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A comparison of children's diet and movement behaviour patterns derived from three unsupervised multivariate methods.

Ninoshka J D'SouzaKatherine DowningGavin AbbottLiliana OrellanaSandrine LioretKaren J CampbellKylie D Hesketh
Published in: PloS one (2021)
Within this sample, despite differences in the number of patterns derived by each method, a good degree of concordance across pattern characteristics was seen between the methods. Differences between patterns could be attributable to the underpinning statistical technique of each method. Therefore, acknowledging the differences between the methods and ensuring thorough documentation of the pattern derivation analyses is essential to inform comparison of patterns derived through a range of approaches across studies.
Keyphrases
  • machine learning
  • physical activity
  • young adults
  • electronic health record
  • data analysis