Package edu.cmu.tetrad.algcomparison.algorithm.oracle.pag

package edu.cmu.tetrad.algcomparison.algorithm.oracle.pag
  • Classes
    Class
    Description
    BossFci
    Adjusts FGES-FCI to use a permutation algorithm (such as BOSS-Tuck) to do the initial steps of finding adjacencies and unshielded colliders.
    BossPod
    This class represents the FCIT algorithm, which is an implementation of the FGES-FCI algorithm for learning causal structures from observational data using the BOSS algorithm as an initial CPDAG and using all score-based steps afterward.
    Ccd
    CCD (Cyclic Causal Discovery)
    Cfci
    Deprecated.
    DmFcit
    This class represents the Detect-Mimic-FCIT (DM-FCIT) algorithm, a specialized variant of the DM-PC and FCIT algorithms designed to identify intermediate latent variables.
    DmFciT2
    This class represents the Detect-Mimic-FCIT (DM-FCIT) algorithm, a specialized variant of the DM-PC and FCIT algorithms designed to identify intermediate latent variables.
    DmPc
    Detect-Mimic-PC (DM-PC) algorithm.
    Fci
    The Fast Causal Inference (FCI) algorithm.
    FciCyclicPw
    FCI-CPW: Run FCI with internally constructed PW-forbidden knowledge, then orient edges using a pairwise left-right rule on standardized data in cases that are safe under no-selection-bias cyclic semantics: Tail–tail (—) edges Orient per pairwise rule. Tail–circle (—o) edges If pairwise prefers x→y, set x→y (symmetrically, if prefers y→x, set y→x). Circle–circle (o–o) edges If pairwise prefers x→y, set x o→y (symmetrically for y→x).
    FciMax
    Deprecated.
    Fcit
    This class represents the FCI Targeted Testing (FCIT) algorithm, which is variant of the *-FCI algorithm for learning causal structures from observational data using the BOSS algorithm as an initial CPDAG and using all score-based steps afterward.
    FgesFci
    The Fges-FCI class represents the Greedy Fast Causal Inference algorithm, adjusted as in *-FCI.
    Gfci
    The GFCI class represents the Greedy Fast Causal Inference algorithm, adjusted as in *-FCI.
    GraspFci
    GRaSP-FCI, an implentatation of *-FCI using GRaSP.
    IsGfci
    IS-GFCI (Instance-Specific GFCI) wrapper for the algcomparison interface.
    PagSampleRfci
    Jan 29, 2023 3:45:09 PM
    Rfci
    RFCI.
    RfciBsc
    Runs RFCI-BSC, which is RFCI with bootstrap sampling of PAGs.
    SpFci
    Adjusts GFCI to use a permutation algorithm (in this case SP) to do the initial steps of finding adjacencies and unshielded colliders.