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TODO #6

@mmkim1210

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@mmkim1210
  • Rename package to MRVCModels.jl and register package
  • Implement Fisher scoring algorithms, which can be faster and get more accurate estimates in some cases
  • Make inference by information matrix faster (e.g. avoid or reduce storages_nd_nd alloc if possible)
  • Handle $\boldsymbol{\Omega} = \sum_{i=1}^{m} \boldsymbol{\Gamma}_i * \boldsymbol{V}_i$, where $*$ is Khatri-Rao product of $d \times d$ partition matrices. Also handle different sets of covariates. Statistical model in this paper is subsumed under this case.
  • Implement missing response model for MRTVCModel → not possible
  • Implement EM algorithm for MRTVCModel
  • Eigenvalue decomposition for single variance component case
  • Simplify computation for V[end] = I
  • Implement simulation function
  • GLMM
  • Low rank updates
  • Make output look more aesthetically pleasing (e.g. parse.jl)

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