On-device research index

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.

168,657 papers · 148 categories

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2 results for “SLINK”

Exponentially Consistent Nonparametric Linkage-Based Clustering of Data Sequencesstat.ML

Paper proposes SLINK clustering for nonparametric data sequences with improved consistency.

problem Nonparametric clustering of data sequences from unknown distributions.

method Exponentially consistent nonparametric SLINK clustering algorithm.

result SLINK clustering achieves exponential consistency under less strict conditions.

nonparametric clustering data sequences exponential consistency SLINK sequential clustering

2024-11-21abs ↗pdf ↗

cuSLINK: Single-linkage Agglomerative Clustering on the GPUcs.LG

cuSLINK clusters data faster on GPUs, saving space and time.

problem Efficiently clustering large datasets on GPUs.

method Reformulated SLINK algorithm on GPU with optimized building blocks.

result cuSLINK uses

O(Nk)

space and trades off space and time with parameter

k

GPU clustering SLINK algorithm k-NN graph spanning trees dendrogram

2023-06-28abs ↗pdf ↗