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Random effects in point processes [electronic resource] : adding flexibility to Ecological Momentary Assessment analysis / by Benjamin B. Neustifter.

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  • Additional Information
    • Abstract:
      Summary: Models based upon the research done by Rathbun, Shiffman, and Gwaltney (2007) and Waagepetersen (2008) are developed for modeling repeated behavioral events impacted by time-varying covariates. Using forms similar to Poisson-Gamma Hierarchical Generalized Linear Models and Generalized Linear Mixed Models, two modulated Poisson process with random effects are introduced to allow for inter-subject variability. The first allows for random baseline event rates across subjects, and the second is a mixed-effect model with normally distributed random components. Estimation of the parameters for each model is discussed in the case that the covariates are only known at certain random event and non-event assessment times. Integral estimation methods developed by Rathbun et al. (2007) and Waagepetsersen (2008) are utilized to calculate computationally efficient estimating functions. Prediction of the subject-level effects is also discussed. The approaches are illustrated using data from an Ecological Momentary Assessment of smoking.
    • Notes:
      Directed by Stephen L. Rathbun.
      Thesis (Ph. D.)--University of Georgia, 2009.
      Includes bibliographical references.
      Electronic reproduction. [Athens, Ga. : University of Georgia Libraries, 2009]. Mode of access: World Wide Web. System requirements: Adobe Acrobat reader. s2009 guan s
    • Accession Number:
      ocn468725825
    • Accession Number:
      d.uga.3734958
  • Citations
    • ABNT:
      NEUSTIFTER, B. B. Random effects in point processes. [electronic resource] : adding flexibility to Ecological Momentary Assessment analysis. [S. l.: s. n.]. Disponível em: http://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=cat02060a&AN=d.uga.3734958. Acesso em: 24 set. 2020.
    • AMA:
      Neustifter BB. Random Effects in Point Processes. [Electronic Resource] : Adding Flexibility to Ecological Momentary Assessment Analysis.; 2009. Accessed September 24, 2020. http://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=cat02060a&AN=d.uga.3734958
    • APA:
      Neustifter, B. B. (2009). Random effects in point processes. [electronic resource] : adding flexibility to Ecological Momentary Assessment analysis.
    • Chicago/Turabian: Author-Date:
      Neustifter, Benjamin B. 2009. Random Effects in Point Processes. [Electronic Resource] : Adding Flexibility to Ecological Momentary Assessment Analysis. http://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=cat02060a&AN=d.uga.3734958.
    • Harvard:
      Neustifter, B. B. (2009) Random effects in point processes. [electronic resource] : adding flexibility to Ecological Momentary Assessment analysis. Available at: http://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=cat02060a&AN=d.uga.3734958 (Accessed: 24 September 2020).
    • Harvard: Australian:
      Neustifter, BB 2009, Random effects in point processes. [electronic resource] : adding flexibility to Ecological Momentary Assessment analysis, viewed 24 September 2020, .
    • MLA:
      Neustifter, Benjamin B. Random Effects in Point Processes. [Electronic Resource] : Adding Flexibility to Ecological Momentary Assessment Analysis. 2009. EBSCOhost, search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=cat02060a&AN=d.uga.3734958.
    • Chicago/Turabian: Humanities:
      Neustifter, Benjamin B. Random Effects in Point Processes. [Electronic Resource] : Adding Flexibility to Ecological Momentary Assessment Analysis, 2009. http://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=cat02060a&AN=d.uga.3734958.
    • Vancouver/ICMJE:
      Neustifter BB. Random effects in point processes. [electronic resource] : adding flexibility to Ecological Momentary Assessment analysis [Internet]. 2009 [cited 2020 Sep 24]. Available from: http://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=cat02060a&AN=d.uga.3734958