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  "Title": "Several Examined and Concealed States-Dependent Speciation and\nExtinction",
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  "Description": "Simultaneously infers state-dependent diversification\nacross two or more states of a single or multiple traits while\naccounting for the role of a possible concealed trait. See\nHerrera-Alsina et al. (2019) <doi:10.1093/sysbio/syy057>.",
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  "Date/Publication": "2026-05-15 12:11:50 UTC",
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  "Author": "Leonel Herrera Alsina [aut] (ORCID:\n<https://orcid.org/0000-0003-0474-3592>),\nPaul van Els [aut] (ORCID: <https://orcid.org/0000-0002-9499-8873>),\nThijs Janzen [ctb] (ORCID: <https://orcid.org/0000-0002-4162-1140>),\nHanno Hildenbrandt [ctb] (ORCID:\n<https://orcid.org/0000-0002-6784-1037>),\nPedro Santos Neves [ctb] (ORCID:\n<https://orcid.org/0000-0003-2561-4677>),\nRampal S. Etienne [cre, aut] (ORCID:\n<https://orcid.org/0000-0003-2142-7612>)",
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  "_exports": [
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    "cla_secsse_loglik",
    "cla_secsse_ml",
    "cla_secsse_ml_func_def_pars",
    "create_default_lambda_transition_matrix",
    "create_default_shift_matrix",
    "create_lambda_list",
    "create_mu_vector",
    "create_q_matrix",
    "default_params_doc",
    "event_times",
    "expand_q_matrix",
    "extract_par_vals",
    "fill_in",
    "id_paramPos",
    "plot_idparslist",
    "plot_state_exact",
    "prepare_full_lambdas",
    "q_doubletrans",
    "secsse_loglik",
    "secsse_loglik_eval",
    "secsse_ml",
    "secsse_ml_func_def_pars",
    "secsse_sim",
    "secsse_single_branch_loglik",
    "sortingtraits"
  ],
  "_datasets": [
    {
      "name": "example_phy_GeoSSE",
      "title": "A phylogeny with traits at the tips",
      "object": "example_phy_GeoSSE",
      "class": [
        "phylo"
      ],
      "fields": [],
      "table": false,
      "tojson": false
    },
    {
      "name": "phylo_vignette",
      "title": "A phylogenetic reconstuction to run the vignette",
      "object": "phylo_vignette",
      "class": [
        "phylo"
      ],
      "fields": [],
      "table": false,
      "tojson": false
    },
    {
      "name": "traits",
      "title": "A table with trait info to run the vignette",
      "object": "traits",
      "class": [
        "data.frame"
      ],
      "fields": [
        "species",
        "trait"
      ],
      "rows": 68,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "cla_id_paramPos",
      "title": "Parameter structure setting for cla_secsse It sets the parameters (speciation, extinction and transition) IDs. Needed for ML calculation with cladogenetic options (cla_secsse_ml)",
      "topics": [
        "cla_id_paramPos"
      ]
    },
    {
      "page": "cla_secsse_loglik",
      "title": "Likelihood for SecSSE model, using Rcpp Loglikelihood calculation for the cla_SecSSE model given a set of parameters and data using Rcpp",
      "topics": [
        "cla_secsse_loglik"
      ]
    },
    {
      "page": "cla_secsse_ml",
      "title": "Maximum likehood estimation for (SecSSE)",
      "topics": [
        "cla_secsse_ml"
      ]
    },
    {
      "page": "cla_secsse_ml_func_def_pars",
      "title": "Maximum likehood estimation for (SecSSE) with parameter as complex functions. Cladogenetic version",
      "topics": [
        "cla_secsse_ml_func_def_pars"
      ]
    },
    {
      "page": "create_default_lambda_transition_matrix",
      "title": "Helper function to create a default lambda list",
      "topics": [
        "create_default_lambda_transition_matrix"
      ]
    },
    {
      "page": "create_default_shift_matrix",
      "title": "Helper function to create a default 'shift_matrix' list",
      "topics": [
        "create_default_shift_matrix"
      ]
    },
    {
      "page": "create_lambda_list",
      "title": "Helper function to automatically create lambda matrices, based on input. When choosing the CTD model, rates associated with observed states are now re-distributed to concealed states. This implicitly assumes that the number of observed and concealed states is identical.",
      "topics": [
        "create_lambda_list"
      ]
    },
    {
      "page": "create_mu_vector",
      "title": "Generate mus vector",
      "topics": [
        "create_mu_vector"
      ]
    },
    {
      "page": "create_q_matrix",
      "title": "Helper function to neatly setup a Q matrix, without transitions to concealed states (only observed transitions shown)",
      "topics": [
        "create_q_matrix"
      ]
    },
    {
      "page": "event_times",
      "title": "Event times of a (possibly non-ultrametric) phylogenetic tree",
      "topics": [
        "event_times"
      ]
    },
    {
      "page": "example_phy_GeoSSE",
      "title": "A phylogeny with traits at the tips",
      "topics": [
        "example_phy_GeoSSE"
      ]
    },
    {
      "page": "expand_q_matrix",
      "title": "Function to expand an existing q_matrix to a number of concealed states",
      "topics": [
        "expand_q_matrix"
      ]
    },
    {
      "page": "extract_par_vals",
      "title": "Extract parameter values out of the result of a maximum likelihood inference run",
      "topics": [
        "extract_par_vals"
      ]
    },
    {
      "page": "fill_in",
      "title": "Helper function to enter parameter value on their right place",
      "topics": [
        "fill_in"
      ]
    },
    {
      "page": "id_paramPos",
      "title": "Parameter structure setting Sets the parameters (speciation, extinction and transition) ids. Needed for ML calculation ('secsse_ml()').",
      "topics": [
        "id_paramPos"
      ]
    },
    {
      "page": "phylo_vignette",
      "title": "A phylogenetic reconstuction to run the vignette",
      "topics": [
        "phylo_vignette"
      ]
    },
    {
      "page": "plot_idparslist",
      "title": "function to visualize the structure of the idparslist",
      "topics": [
        "plot_idparslist"
      ]
    },
    {
      "page": "plot_state_exact",
      "title": "Plot the local probability along a tree",
      "topics": [
        "plot_state_exact"
      ]
    },
    {
      "page": "prepare_full_lambdas",
      "title": "Prepares the entire set of lambda matrices for cla_secsse. It provides the set of matrices containing all the speciation rates",
      "topics": [
        "prepare_full_lambdas"
      ]
    },
    {
      "page": "q_doubletrans",
      "title": "Basic Qmatrix Sets a Q matrix where double transitions are not allowed",
      "topics": [
        "q_doubletrans"
      ]
    },
    {
      "page": "secsse_loglik",
      "title": "Likelihood for SecSSE model Loglikelihood calculation for the SecSSE model given a set of parameters and data",
      "topics": [
        "secsse_loglik"
      ]
    },
    {
      "page": "secsse_loglik_eval",
      "title": "Likelihood for SecSSE model Logikelihood calculation for the SecSSE model given a set of parameters and data, returning also the likelihoods along the branches",
      "topics": [
        "secsse_loglik_eval"
      ]
    },
    {
      "page": "secsse_ml",
      "title": "Maximum likehood estimation for (SecSSE)",
      "topics": [
        "secsse_ml"
      ]
    },
    {
      "page": "secsse_ml_func_def_pars",
      "title": "Maximum likehood estimation for (SecSSE) complex functions as parameter",
      "topics": [
        "secsse_ml_func_def_pars"
      ]
    },
    {
      "page": "secsse_sim",
      "title": "Function to simulate a tree, conditional on observing all states.",
      "topics": [
        "secsse_sim"
      ]
    },
    {
      "page": "secsse_single_branch_loglik",
      "title": "Likelihood for SecSSE model Loglikelihood calculation for the SecSSE model given a set of parameters and data, calculated for a single branch",
      "topics": [
        "secsse_single_branch_loglik"
      ]
    },
    {
      "page": "sortingtraits",
      "title": "Data checking and trait sorting In preparation for likelihood calculation, it orders trait data according the tree tips",
      "topics": [
        "sortingtraits"
      ]
    },
    {
      "page": "traits",
      "title": "A table with trait info to run the vignette",
      "topics": [
        "traits"
      ]
    }
  ],
  "_readme": "https://github.com/rsetienne/secsse/raw/HEAD/README.md",
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      "engine": "knitr::rmarkdown",
      "headings": [
        "Plotting ancestral states",
        "Using CLA secsse"
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      "created": "2023-04-26 07:03:57",
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