{
  "_id": "6a250b2e4b233be198387e8a",
  "Package": "dist.structure",
  "Title": "Structured Random Variables for Reliability System Distributions",
  "Version": "0.5.0",
  "Authors@R": "person(\"Alexander\", \"Towell\",\nemail = \"lex@metafunctor.com\",\nrole = c(\"aut\", \"cre\"),\ncomment = c(ORCID = \"0000-0001-6443-9897\"))",
  "Description": "Extends the 'algebraic.dist' distribution algebra to\nrandom variables with internal structure: coherent reliability\nsystems decomposed into components arranged by a structure\nfunction (series, parallel, k-out-of-n, bridge, and arbitrary\ntopologies via minimal path sets). Every 'dist_structure'\nobject is a 'dist', so the full distribution algebra (mean,\nvcov, sampler, surv, cdf) works automatically via default\nmethods that compose component-level distributions through the\ntopology. Adds structural queries: structure function\nevaluation, minimal path and cut sets, system signature,\ncritical states, dual, Birnbaum structural importance, and\nsystem reliability. Topology shortcut constructors\n(series_dist, parallel_dist, kofn_dist, bridge_dist) produce\nready-to-use dists from component dists and a chosen structure.",
  "License": "MIT + file LICENSE",
  "URL": "https://github.com/queelius/dist.structure",
  "BugReports": "https://github.com/queelius/dist.structure/issues",
  "Encoding": "UTF-8",
  "Language": "en-US",
  "Roxygen": "list(markdown = TRUE)",
  "RoxygenNote": "7.3.3",
  "VignetteBuilder": "knitr",
  "Config/testthat/edition": "3",
  "Repository": "https://queelius.r-universe.dev",
  "Date/Publication": "2026-05-07 07:49:32 UTC",
  "RemoteUrl": "https://github.com/queelius/dist.structure",
  "RemoteRef": "HEAD",
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  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-06-07 06:06:59 UTC",
    "User": "root"
  },
  "Author": "Alexander Towell [aut, cre] (ORCID:\n<https://orcid.org/0000-0001-6443-9897>)",
  "Maintainer": "Alexander Towell <lex@metafunctor.com>",
  "MD5sum": "d21baff0f20451a1432e03963483a970",
  "_user": "queelius",
  "_type": "src",
  "_file": "dist.structure_0.5.0.tar.gz",
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  "_created": "2026-06-07T06:06:59.000Z",
  "_published": "2026-06-07T06:09:50.012Z",
  "_distro": "noble",
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  "_buildurl": "https://github.com/r-universe/queelius/actions/runs/27055524371",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/queelius/dist.structure",
  "_commit": {
    "id": "d774c6b423bd1554594238f92444fb3784109d40",
    "author": "Alex Towell <lex@metafunctor.com>",
    "committer": "Alex Towell <lex@metafunctor.com>",
    "message": "Final doc polish from second review pass\n\nFive small documentation tightenings flagged by the post-spit-shine\nreview pass. No code or test changes; check is still 0/0/1 NOTE.\n\n- R/dist_structure-class.R: explicit @title and @description on the\n  dist_structure NULL stub. Without these, alphabetical R-file\n  processing order made the @rdname-merged surv.dist_structure title\n  override the class title in ?dist_structure.\n- R/dist_structure-class.R: comment explaining why coherent_dist is\n  intentionally left in user_classes for the validate_dist_structure\n  method-table check (so coherent_dist subclasses inheriting\n  min_paths.coherent_dist still validate).\n- R/dist_structure-class.R: validate_dist_structure example now\n  demonstrates both the success path and the failure path.\n- R/dist_structure-class.R + R/generics.R + vignettes/\n  implementing-a-subclass.Rmd: explicit consistency note for\n  implementors who provide both phi.X and min_paths.X\n  (reliability/critical_states/is_coherent route through phi while\n  min_cuts/system_signature route through min_paths).\n- R/generics.R: @seealso between phi() and min_paths() naming the\n  bidirectional default; touches the dual-primitive nature.\n- R/exp_series.R, exp_kofn.R, exp_parallel.R, gamma_series.R,\n  lognormal_series.R, wei_series.R, wei_homogeneous_series.R,\n  wei_kofn.R: @return blocks no longer claim cdf() is a registered\n  family-specific method. cdf is derived via the dist_structure\n  default after the cdf-overrides removal in the spit-shine commit;\n  the @return now states this explicitly so methods('cdf') and the\n  family Rd page agree.\n- inst/WORDLIST: add 12 technical terms surfaced by the new doc text\n  (Proschan, implementor, evaluable, enumerative, etc.).\n\nR CMD check: 0 errors, 0 warnings, 1 NOTE (the persistent benign\ntimestamp NOTE; not a package issue).\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\n",
    "time": 1778140172
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  "_maintainer": {
    "name": "Alexander Towell",
    "email": "lex@metafunctor.com",
    "login": "queelius",
    "orcid": "0000-0001-6443-9897",
    "twitter": "@queelius",
    "description": "Alexander Towell (Alex Towell). Reliability theory, encrypted search, algebraic structures. Building personal data tools.",
    "uuid": 1896674
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  "_dependencies": [
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      "package": "R",
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    {
      "package": "algebraic.dist",
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      "week": "2026-16",
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    "type": "user",
    "name": "Alex Towell",
    "description": "Alexander Towell (Alex Towell). Reliability theory, encrypted search, algebraic structures. Building personal data tools."
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  "_downloads": {
    "count": 417,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/dist.structure"
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  "_devurl": "https://github.com/queelius/dist.structure",
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  "_rbuild": "4.6.0",
  "_assets": [
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    "extra/citation.html",
    "extra/citation.json",
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    "extra/contents.json",
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  "_releases": [
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  "_exports": [
    "as_dist_structure",
    "birnbaum_importance",
    "bridge_dist",
    "coherent_dist",
    "cold_standby_dist",
    "component",
    "compose_systems",
    "consecutive_k_dist",
    "critical_states",
    "criticality_importance",
    "dual",
    "exp_kofn",
    "exp_parallel",
    "exp_series",
    "gamma_series",
    "is_coherent",
    "is_dist_structure",
    "kofn_dist",
    "lognormal_series",
    "max_iid",
    "min_cuts",
    "min_iid",
    "min_paths",
    "ncomponents",
    "order_statistic",
    "parallel_dist",
    "phi",
    "reliability",
    "series_dist",
    "structural_importance",
    "substitute_component",
    "system_censoring",
    "system_lifetime",
    "system_signature",
    "validate_dist_structure",
    "vesely_fussell_importance",
    "wei_homogeneous_series",
    "wei_kofn",
    "wei_series"
  ],
  "_help": [
    {
      "page": "as_dist_structure",
      "title": "Coerce to dist_structure",
      "topics": [
        "as_dist_structure",
        "as_dist_structure.dist",
        "as_dist_structure.dist_structure"
      ]
    },
    {
      "page": "birnbaum_importance",
      "title": "Birnbaum reliability importance",
      "topics": [
        "birnbaum_importance",
        "birnbaum_importance.dist_structure"
      ]
    },
    {
      "page": "bridge_dist",
      "title": "Bridge system distribution",
      "topics": [
        "bridge_dist"
      ]
    },
    {
      "page": "coherent_dist",
      "title": "Coherent system distribution from minimal path sets",
      "topics": [
        "coherent_dist"
      ]
    },
    {
      "page": "cold_standby_dist",
      "title": "Cold-standby system distribution",
      "topics": [
        "cdf.cold_standby_dist",
        "cold_standby_dist",
        "sampler.cold_standby_dist",
        "surv.cold_standby_dist"
      ]
    },
    {
      "page": "component",
      "title": "The j-th component as a dist",
      "topics": [
        "component"
      ]
    },
    {
      "page": "compose_systems",
      "title": "Compose systems hierarchically",
      "topics": [
        "compose_systems",
        "compose_systems.dist_structure"
      ]
    },
    {
      "page": "consecutive_k_dist",
      "title": "Consecutive-k-out-of-n system distribution (type G)",
      "topics": [
        "consecutive_k_dist"
      ]
    },
    {
      "page": "critical_states",
      "title": "Critical states of a component",
      "topics": [
        "critical_states",
        "critical_states.dist_structure"
      ]
    },
    {
      "page": "criticality_importance",
      "title": "Criticality (Fussell) importance at time t",
      "topics": [
        "criticality_importance",
        "criticality_importance.dist_structure"
      ]
    },
    {
      "page": "dual",
      "title": "Dual of a coherent_dist: swap cuts and paths",
      "topics": [
        "dual",
        "dual.coherent_dist",
        "dual.dist_structure",
        "dual.dual_of_system"
      ]
    },
    {
      "page": "exp_kofn",
      "title": "k-out-of-n system of independent exponential components (closed form)",
      "topics": [
        "density.exp_kofn",
        "exp_kofn",
        "hazard.exp_kofn",
        "sampler.exp_kofn",
        "surv.exp_kofn"
      ]
    },
    {
      "page": "exp_parallel",
      "title": "Parallel of exponential components (closed form)",
      "topics": [
        "exp_parallel",
        "mean.exp_parallel",
        "sampler.exp_parallel",
        "surv.exp_parallel"
      ]
    },
    {
      "page": "exp_series",
      "title": "Series of exponential components (closed form)",
      "topics": [
        "density.exp_series",
        "exp_series",
        "hazard.exp_series",
        "mean.exp_series",
        "sampler.exp_series",
        "surv.exp_series"
      ]
    },
    {
      "page": "format.dist_structure",
      "title": "Format a dist_structure object",
      "topics": [
        "format.dist_structure"
      ]
    },
    {
      "page": "gamma_series",
      "title": "Series of independent Gamma components (closed form)",
      "topics": [
        "gamma_series",
        "sampler.gamma_series",
        "surv.gamma_series"
      ]
    },
    {
      "page": "is_coherent",
      "title": "Coherence axiom check",
      "topics": [
        "is_coherent",
        "is_coherent.dist_structure"
      ]
    },
    {
      "page": "is_dist_structure",
      "title": "Predicate for dist_structure objects",
      "topics": [
        "is_dist_structure"
      ]
    },
    {
      "page": "kofn_dist",
      "title": "k-out-of-n system distribution",
      "topics": [
        "kofn_dist"
      ]
    },
    {
      "page": "lognormal_series",
      "title": "Series of independent Lognormal components (closed form)",
      "topics": [
        "lognormal_series",
        "sampler.lognormal_series",
        "surv.lognormal_series"
      ]
    },
    {
      "page": "max_iid",
      "title": "Parallel system of m iid components",
      "topics": [
        "max_iid"
      ]
    },
    {
      "page": "mean.cold_standby_dist",
      "title": "Mean of a cold-standby system: sum of component means",
      "topics": [
        "mean.cold_standby_dist"
      ]
    },
    {
      "page": "min_cuts",
      "title": "Minimal cut sets",
      "topics": [
        "min_cuts",
        "min_cuts.dist_structure"
      ]
    },
    {
      "page": "min_iid",
      "title": "Series system of m iid components",
      "topics": [
        "min_iid"
      ]
    },
    {
      "page": "min_paths",
      "title": "Minimal path sets",
      "topics": [
        "min_paths",
        "min_paths.dist_structure"
      ]
    },
    {
      "page": "ncomponents",
      "title": "Number of components",
      "topics": [
        "ncomponents"
      ]
    },
    {
      "page": "order_statistic",
      "title": "k-th order statistic of m iid components",
      "topics": [
        "order_statistic"
      ]
    },
    {
      "page": "parallel_dist",
      "title": "Parallel system distribution",
      "topics": [
        "parallel_dist"
      ]
    },
    {
      "page": "phi",
      "title": "Structure function",
      "topics": [
        "phi",
        "phi.dist_structure"
      ]
    },
    {
      "page": "print.dist_structure",
      "title": "Print a dist_structure object",
      "topics": [
        "print.dist_structure"
      ]
    },
    {
      "page": "reliability",
      "title": "System reliability polynomial",
      "topics": [
        "reliability",
        "reliability.dist_structure"
      ]
    },
    {
      "page": "series_dist",
      "title": "Series system distribution",
      "topics": [
        "series_dist"
      ]
    },
    {
      "page": "structural_importance",
      "title": "Birnbaum structural importance",
      "topics": [
        "structural_importance",
        "structural_importance.dist_structure"
      ]
    },
    {
      "page": "substitute_component",
      "title": "Substitute a component",
      "topics": [
        "substitute_component",
        "substitute_component.dist_structure"
      ]
    },
    {
      "page": "dist_structure",
      "title": "System survival via reliability composition",
      "topics": [
        "cdf.dist_structure",
        "dist_structure",
        "sampler.dist_structure",
        "surv.dist_structure"
      ]
    },
    {
      "page": "system_censoring",
      "title": "Per-component censoring from system observation",
      "topics": [
        "system_censoring",
        "system_censoring.dist_structure"
      ]
    },
    {
      "page": "system_lifetime",
      "title": "System lifetime from component times",
      "topics": [
        "system_lifetime",
        "system_lifetime.dist_structure"
      ]
    },
    {
      "page": "system_signature",
      "title": "System signature",
      "topics": [
        "system_signature",
        "system_signature.dist_structure"
      ]
    },
    {
      "page": "validate_dist_structure",
      "title": "Validate that an object satisfies the dist_structure protocol",
      "topics": [
        "validate_dist_structure"
      ]
    },
    {
      "page": "vesely_fussell_importance",
      "title": "Vesely-Fussell importance at time t",
      "topics": [
        "vesely_fussell_importance",
        "vesely_fussell_importance.dist_structure"
      ]
    },
    {
      "page": "wei_homogeneous_series",
      "title": "Series of Weibull components with common shape (closed form as a Weibull)",
      "topics": [
        "mean.wei_homogeneous_series",
        "sampler.wei_homogeneous_series",
        "surv.wei_homogeneous_series",
        "wei_homogeneous_series"
      ]
    },
    {
      "page": "wei_kofn",
      "title": "k-out-of-n system of independent Weibull components (closed form)",
      "topics": [
        "density.wei_kofn",
        "hazard.wei_kofn",
        "sampler.wei_kofn",
        "surv.wei_kofn",
        "wei_kofn"
      ]
    },
    {
      "page": "wei_series",
      "title": "Series of heterogeneous Weibull components (closed form)",
      "topics": [
        "hazard.wei_series",
        "sampler.wei_series",
        "surv.wei_series",
        "wei_series"
      ]
    }
  ],
  "_readme": "https://github.com/queelius/dist.structure/raw/HEAD/README.md",
  "_rundeps": [
    "algebraic.dist",
    "mvtnorm",
    "R6"
  ],
  "_vignettes": [
    {
      "source": "coherent-systems.Rmd",
      "filename": "coherent-systems.html",
      "title": "Coherent systems",
      "engine": "knitr::rmarkdown",
      "headings": [
        "What is a coherent system",
        "The structure function phi",
        "Minimal path and cut sets",
        "The bridge network",
        "Arbitrary coherent systems",
        "Structural importance",
        "Reliability polynomial",
        "Critical states",
        "Dual systems",
        "Validating a custom topology",
        "Summary"
      ],
      "created": "2026-04-15 09:44:56",
      "modified": "2026-04-15 09:44:56",
      "commits": 1
    },
    {
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      "filename": "composition.html",
      "title": "Composition and substitution",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Building new systems from old",
        "Substituting a component",
        "Hierarchical composition",
        "Series of parallels",
        "Parallel of series",
        "Mixing a sub-system with a plain dist",
        "Arbitrary depth",
        "Substitution vs composition"
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      "modified": "2026-04-15 09:44:56",
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    {
      "source": "distribution-interface.Rmd",
      "filename": "distribution-interface.html",
      "title": "Distribution interface",
      "engine": "knitr::rmarkdown",
      "headings": [
        "dist_structure IS-A dist",
        "Default dist methods",
        "Choosing specializations vs general constructors",
        "Closed-form specializations in dist.structure",
        "min, max, and order statistics as dist_structure",
        "Density and hazard",
        "The dist.structure + algebraic.dist stack"
      ],
      "created": "2026-04-15 09:44:56",
      "modified": "2026-04-15 09:44:56",
      "commits": 1
    },
    {
      "source": "getting-started.Rmd",
      "filename": "getting-started.html",
      "title": "Getting started with dist.structure",
      "engine": "knitr::rmarkdown",
      "headings": [
        "What dist.structure is",
        "Your first structured distribution",
        "Structural queries",
        "A richer topology: k-out-of-n",
        "Sampling, means, and composition",
        "Importance measures",
        "What to read next",
        "Ecosystem"
      ],
      "created": "2026-04-15 09:44:56",
      "modified": "2026-04-24 04:22:01",
      "commits": 2
    },
    {
      "source": "implementing-a-subclass.Rmd",
      "filename": "implementing-a-subclass.html",
      "title": "Implementing a dist_structure subclass",
      "engine": "knitr::rmarkdown",
      "headings": [
        "The contract: four steps",
        "A worked example: an alarm system",
        "Step 1: pick a representation",
        "Step 2: write the constructor",
        "Step 3: implement the three required generics",
        "Step 4: validate",
        "What you get for free",
        "When to override a default",
        "Inheriting from coherent_dist",
        "What the default dual does",
        "Cross-references"
      ],
      "created": "2026-05-07 04:45:57",
      "modified": "2026-05-07 07:49:32",
      "commits": 2
    },
    {
      "source": "importance-measures.Rmd",
      "filename": "importance-measures.html",
      "title": "Importance measures",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Four measures, four questions",
        "Setting up the bridge",
        "Structural importance",
        "Birnbaum reliability importance",
        "Time-dependent importance via criticality",
        "Vesely-Fussell importance",
        "Comparison",
        "Closed-form checks",
        "When to use which"
      ],
      "created": "2026-04-15 09:44:56",
      "modified": "2026-04-15 09:44:56",
      "commits": 1
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        "Constructing a cold standby",
        "Mean and sampling: exact",
        "Survival and CDF: Monte Carlo with caching",
        "Specialized closed-form case: iid exponentials",
        "What cold standby does NOT support",
        "When to reach for cold standby"
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