Resampling Collapsed Null Distributions for Simultaneous Inference

calcWeights | Obtain weights as posterior probabilities to calculate the... |

estNormal | Fast estimation of mean and standard deviation of a normal... |

estP0 | Estimate the fraction of true null hypotheses. |

getApproxCovar | Obtain a null covariance matrix of binned test statistics |

getFdr | Calculate tail-area (Fdr) and local (fdr) false discovery... |

getG0 | Obtain the consensus null |

getTestStats | A function to calculate observed and permuation z-statistics... |

getTstat | A function to obtain a t-test statistic efficiently. For... |

plotApproxCovar | Plot an approximatio of the correlation structure of the test... |

plotNull | Plot the obtained null distribution along with a histogram of... |

ptEdit | A custom function to calculate the distribution function of... |

qtEdit | A custom function to calculate the quantile function of the... |

quantCorrect | Correct quantiles by not returning 0 or 1 |

reconsi | Perform simultaneous inference through collapsed resampling... |

rowMultiply | A function to efficiently row multiply a a-by-b matrix by a... |

stabExp | A function to numerically stabilize an exponentiation. For... |

testDAA | A function to test for differential absolute abundance on a... |

Vandeputte | Microbiomes of Crohn's disease patients and healthy controls |

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