Evaluate Differentially Private Algorithms for Publishing Cumulative Distribution Functions

Abbrev | Tranforms long numbers into short strings. |

badCDF | Make a straight-line faux CDF. |

CDFtest | Comprehensively evaluate and visualize the utility of... |

CDFtestTrack | Test a single CDF implementation with one set of parameters. |

CDFtestTrackx | Test a single CDF implementation with one set of parameters. |

DerivDiff | Determine how well a single DPCDF matches the shape of its... |

diffat25 | Determine the distance between CDFs at the .25 quantile. |

diffat75 | Determine the distance between CDFs at the .75 quantile. |

diffatMedian | Determine the distance between CDFs at the median. |

diffatQuantile | Determine the distance between CDFs at key quantiles. |

dpCDFtesting-package | Comprehensively evaluate and visualize the output of... |

findMaxError | Locate where the maximum error occurs between two CDFs |

functionH | Create a DP-CDF by creating a K-degree noisy tree |

functionHmono | Create a monotonically increasing DP-CDF by creating a... |

functionS2 | Build dpCDFs through Histogram smoothing and minimized... |

functionSUB | Build dpCDFs through use of a noisy tree with bin merging. |

getMaxError | Determine an approximate CDF's maximum error. |

getMean | Calculate the private mean from the DP-CDF |

horzdiffat25 | Determine the distance between the .25 quantile values... |

horzdiffat75 | Determine the distance between the .75 quantile values... |

horzdiffatMed | Determine the distance between the median values returned by... |

horzdiffatQuantile | Determine the distance between the quantile values returned... |

KurtDiffpdf | Error in Kurtosis from CDF (under development) |

L1empiric | Calculate the area between two CDFs. |

L2empiric | Calculate the empirical L2norm between two CDFs. |

MAE | Calculate the MAE of a dpCDF relative to that of the... |

MaxErrorAt_CDF | Locate where the maximum error occurs between two CDFs |

MaxErrorAt_PDF | Locate where the maximum error occurs between two PDFs |

MaxError_CDF | Determine an approximate CDF's maximum error. |

MaxError_PDF | Determine an approximate PDF's maximum error. |

MeanDiffpdf | Error in mean from CDF |

Medians | Retrieve a median estimate from the dpCDF |

ModeDiffpdf | Error in Mode from CDF |

MovetoRange | Clamp a value to a specified range. |

MSE | Calculate the MSE of a DP-CDF relative to the non-private... |

MSEanalytic | Determine the expected MSE of a simple DPCDF from its... |

nodes | Node parser. |

QuantileFromCDF | Retrieve a private quantile estimate from the dpCDF |

SDempiric | Calculate the std. dev. on a DPCDF. |

SkewDiffpdf | Error in Skewness from CDF (under development) |

Smooth | Monotonicity enforcement |

smoothVector2 | Enforce monotnocity on a vector. |

StdDiffpdf | Error in Standard Deviation from CDF |

TreeCDF | Creates a Tree then a CDF |

VarDiffpdf | Error in Variance from CDF |

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