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.

168,742 papers · 148 categories

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2 results for “SNML”

Word2vec Skip-gram Dimensionality Selection via Sequential Normalized Maximum Likelihoodcs.LG

Proposes SNML for selecting word2vec Skip-gram dimensionality.

problem Selecting optimal dimensionality for word2vec Skip-gram models.

method Information criteria (AIC, BIC, SNML) applied to SG and SG Negative Sampling models.

result SNML outperforms AIC and BIC, selecting closer optimal dimensionality.

word2vec Skip-gram dimensionality information criteria SNML

2020-08-18abs ↗pdf ↗

Horizon-Independent Optimal Prediction with Log-Loss in Exponential Familiescs.LG

We study online learning under logarithmic loss with regular parametric models. Hedayati and Bartlett (2012b) showed that a Bayesian prediction strategy with Jeffreys prior and sequential normalized maximum likelihood (SNML) coincide and are optimal if and only if the latter is exchangeable, and if and only if the opti…

2013-05-19abs ↗pdf ↗