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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.

169,341 papers · 148 categories

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2 results for “S-Isomap”

Error Metrics for Learning Reliable Manifolds from Streaming Datastat.ML

Efficiently identifies stable manifolds from streaming data.

problem Learning reliable manifolds from streaming data is computationally expensive.

method Presented error metrics and S-Isomap algorithm for efficient manifold learning.

result Identifies the transition point for stable manifold learning.

manifold learning streaming data error metrics Isomap S-Isomap

2016-11-13abs ↗pdf ↗

S-Isomap++: Multi Manifold Learning from Streaming Datastat.ML

S-Isomap++ learns from streaming data on multiple manifolds.

problem Streaming data from multiple manifolds with irregular sampling.

method Proposes S-Isomap++ for multi-manifold learning from streaming data.

result Successfully learns from multiple intersecting manifolds in streaming data.

streaming data multi-manifold learning NLDR Isomap manifold learning

2017-10-17abs ↗pdf ↗