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arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

169,291 papers · 148 categories

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0111 · Sep 201519922001200920182026
6 results for microclustering

New models for microclustering address entity resolution by allowing cluster sizes to grow sublinearly.

problem Need for models where cluster sizes grow sublinearly with data set size.
method Definition of microclustering property and introduction of new models.
result New models can yield clusters whose sizes grow sublinearly, unlike traditional clustering models.

We study the problem of determining the optimal low dimensional projection for maximising the separability of a binary partition of an unlabelled dataset, as measured by spectral graph theory. This is achieved by finding projections which minimise the second eigenvalue of the graph Laplacian of the projected data, whic…

2015-09-04abs ↗pdf ↗

New model generates clusters with sublinear growth, useful for sparse multigraphs.

problem Cluster sizes grow linearly with sample size, limiting applicability in some cases.
method Non-exchangeable random partition models based on completely random measures and Poisson embedding.
result Model generates partitions with sublinearly growing cluster sizes, controlled by parameters.