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20122023
most citedChange-Point Detection in Time-Series Data by Relative Density-Ratio Estimation

450 citations · 495 across the 23 of their papers we have counts for

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3 papers · 1 filter

stat.ML2023

Approximate Stein Classes for Truncated Density Estimation

Daniel J. Williams, Song Liu

Estimating truncated density models is difficult, as these models have intractable normalising constants and hard to satisfy boundary conditions. Score matching can be adapted to s…

stat.ML2023★ 1 cited

Minimizing -Divergences by Interpolating Velocity Fields

Song Liu, Jiahao Yu, Jack Simons +2

Many machine learning problems can be seen as approximating a \textit{target} distribution using a \textit{particle} distribution by minimizing their statistical discrepancy. Wasse…

stat.ML2023

Density Ratio Estimation and Neyman Pearson Classification with Missing Data

Josh Givens, Song Liu, Henry W J Reeve

Density Ratio Estimation (DRE) is an important machine learning technique with many downstream applications. We consider the challenge of DRE with missing not at random (MNAR) data…