HPC (bnlearn)

Module name

bnlearn_hpc

Package

bnlearn

Version

4.8.3

Language

R

Docs

here

Paper

Gasse et al.[1]

Graph type

DAG

MCMC

No

Edge constraints

Yes

Data type

C, D, M

Data missingness

Intervention type

Docker

bpimages/bnlearn:4.8.3

HPC

From bnlearn: an algorithm building on iamb.fdr to learn the parents and children of each node like mmpc and si.hiton.pc. The reference publication is the same as that for Hybrid HPC.

Some fields described

  • edgeConstraints Name of the JSON file containing background knowledge

Example JSON

[
  {
    "id": "hpc-zf",
    "alpha": [
      0.01,
      0.05
    ],
    "test": "zf",
    "B": null,
    "maxsx": null,
    "debug": false,
    "undirected": false,
    "timeout": null,
    "edgeConstraints": "edgeConstraints.json"
  },
  {
    "id": "hpc-mi",
    "alpha": [
      0.01,
      0.05,
      0.1,
      0.2
    ],
    "test": "mi",
    "B": null,
    "maxsx": null,
    "debug": false,
    "undirected": false,
    "timeout": null,
    "edgeConstraints": "edgeConstraints.json"
  }
]