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  "Package": "vmsae",
  "Title": "Variational Multivariate Spatial Small Area Estimation",
  "Version": "0.1.2",
  "Maintainer": "Zhenhua Wang <zhenhua.wang@missouri.edu>",
  "Authors@R": "c(\nperson(\"Zhenhua\", \"Wang\", email = \"zhenhua.wang@missouri.edu\", role = c(\"aut\", \"cre\")),\nperson(\"Paul A.\", \"Parker\", email = \"pparker1@ucsc.edu\", role = c(\"aut\", \"res\")),\nperson(\"Scott H.\", \"Holan\", email = \"holans@missouri.edu\", role = c(\"aut\", \"res\")))",
  "Description": "Variational Autoencoded Multivariate Spatial Fay-Herriot\nmodels are designed to efficiently estimate population\nparameters in small area estimation. This package implements\nthe variational generalized multivariate spatial Fay-Herriot\nmodel (VGMSFH) using 'NumPyro' and 'PyTorch' backends, as\ndemonstrated by Wang, Parker, and Holan (2025)\n<doi:10.48550/arXiv.2503.14710>. The 'vmsae' package provides\nutility functions to load weights of the pretrained variational\nautoencoders (VAEs) as well as tools to train custom VAEs\ntailored to users specific applications.",
  "URL": "https://github.com/zhenhua-wang/vmsae",
  "BugReports": "https://github.com/zhenhua-wang/vmsae/issues",
  "License": "MIT + file LICENSE",
  "Encoding": "UTF-8",
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  "Repository": "https://zhenhua-wang.r-universe.dev",
  "Date/Publication": "2025-10-08 22:54:10 UTC",
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    "User": "root"
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  "Author": "Zhenhua Wang [aut, cre],\nPaul A. Parker [aut, res],\nScott H. Holan [aut, res]",
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      "page": "coef-VGMSFH-method",
      "title": "Extract Coefficients from a VGMSFH Object",
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        "coef,VGMSFH-method"
      ]
    },
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      "title": "Compute Credible Intervals for VGMSFH Parameters",
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        "confint,VGMSFH-method"
      ]
    },
    {
      "page": "Decoder-class",
      "title": "Decoder S4 Class",
      "topics": [
        "Decoder-class"
      ]
    },
    {
      "page": "download_pretrained_vae",
      "title": "Download and Extract a Pretrained VAE Model",
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        "download_pretrained_vae"
      ]
    },
    {
      "page": "install_environment",
      "title": "Install python environment.",
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        "install_environment"
      ]
    },
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      "title": "Load Python Environment and Source Model Modules",
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      ]
    },
    {
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      "title": "Load Pretrained VAE Decoder",
      "topics": [
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    },
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      "page": "plot-VGMSFH-method",
      "title": "Plot VGMSFH Result",
      "topics": [
        "plot,VGMSFH-method"
      ]
    },
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      "page": "summary-VGMSFH-method",
      "title": "Summarize VGMSFH Result",
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    {
      "page": "train_vae",
      "title": "Train VAE for CAR Prior",
      "topics": [
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      ]
    },
    {
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      "title": "Run VGMSFH Using NumPyro",
      "topics": [
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      ]
    },
    {
      "page": "VGMSFH-class",
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