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mgm

R package mgm: Estimating Time-Varying k-Order Mixed Graphical Models. Estimation of k-Order time-varying Mixed Graphical Models and mixed VAR(p) models via elastic-net regularized neighborhood regression. For details see Haslbeck & Waldorp (2020) <doi:10.18637/jss.v093.i08>.

Keywords for this software

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  • R package
  • R
  • mixed graphical models
  • time-series data
  • bifurcation
  • time-varying graphical models
  • integrative genomics
  • structure estimation
  • cellular automata
  • dynamics
  • Lasso/GLM Lasso
  • networks
  • stability selection
  • nonlinear dynamics
  • jstatsoft.org
  • network time series
  • missing data
  • Gaussian graphical model
  • network psychometrics
  • panel data
  • discrete dynamical system
  • psychopathology
  • structural equation modeling
  • multivariate time series
  • vector autoregressive models
  • Journal of Statistical Software
  • variable selection
  • data fusion
  • multimodal data
  • dynamic graphical models

  • URL: cran.r-project.org/web...
  • Code
  • InternetArchive
  • Manual: cran.r-project.org/web...
  • Authors: Jonas Haslbeck
  • Dependencies: R

  • Add information on this software.


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References in zbMATH (referenced in 5 articles , 1 standard article )

Showing results 1 to 5 of 5.
y Sorted by year (citations)

  1. Baker, Yulia; Tang, Tiffany M.; Allen, Genevera I.: Feature selection for data integration with mixed multiview data (2020)
  2. Epskamp, Sacha: Psychometric network models from time-series and panel data (2020)
  3. Jonas M. B. Haslbeck, Lourens J. Waldorp: mgm: Estimating Time-Varying Mixed Graphical Models in High-Dimensional Data (2020) not zbMATH
  4. Marina Knight, Kathryn Leeming, Guy Nason, Matthew Nunes: Generalized Network Autoregressive Processes and the GNAR Package (2020) not zbMATH
  5. Waldorp, Lourens; Kossakowski, Jolanda: Mean field dynamics of stochastic cellular automata for random and small-world graphs (2020)

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    • Top MSC classes
      • 05 Combinatorics
      • 62 Statistics
      • 68 Computer science
      • 91 Game theory, economics,...

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