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by FJ Theis · Cited by 132 — By introducing the concept of irreducible indepen- dent subspaces or components, we present a generalization to a parameter-free mixture model. Morey SD Babacan · Cited by 23 — In this paper, we consider the problem of clustering data points into low- dimensional subspaces in the presence of outliers. We pose the problem u.by P Narayanamurthy · 2018 · Cited by 28 — Abstract—We study the problem of subspace tracking in the presence of missing data (ST-miss). In recent work, we studied a related ^by JD BLANCHARD · Cited by 210 — It is important to note that the RIP is predominently used to establish theoretical performance guarantees when either the measurement vector y `by E Tsfadia · 2024 · Cited by 2 — Private data analysis faces a significant challenge known as the curse of dimen- sionality, leading to increased costs. However, many dataset_The Vietoris–Rips complex, also called the Vietoris complex or Rips complex, is a way of forming a topological space from distances in a set of points.Read more"by J Cahill · 2016 · Cited by 37 — The null space property (NSP) and the restricted isometry property (RIP) are two properties which have received considerable attention in the