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Reproducibility


Concepts

Repeatability: Same team, same experimental setup

Replicability: different team, same experimental setup

Reproducibility: different team, different experimental set up

Source: Association for Computing Machinery (2016)


Blog Posts


Personal Code

Kernel Model Zoo

  • Regression
  • Kernel Ridge Regression
  • Derivatives
  • RBF Kernel
  • ARD Kernel
  • Linear
  • Polynomial
  • ArcTangent
  • Kernels
  • Random Fourier Features
  • randomized Nystrom Approximation
  • Dependence Estimation
  • HSIC, Kernel Alignment
  • randomized HSIC

Gaussian Process Model Zoo

  • Exact GP
  • Sparse GP
  • Uncertain Inputs
  • Linearized
  • Extended
  • Unscented
  • Moment-Matching GP
  • Variational Inference
  • Sensitivity Analysis

RBIG 2.0

  • pyRBIG
  • RBIG Flows
  • ITE Tools

ESDC Tools

  • Xarray Tutorial
  • Dask Tutorial

Package Contribution

EmuKit